SurveyX: Academic Survey Automation via Large Language Models

✨Welcome to SurveyX! This GitHub repository serves as a channel for users to submit requests for paper generation based on specific topics or domains.📚

🚀 We're actively developing a full-featured product with a sleek graphical interface!

⭐ Star this repo to stay updated and be the first to know about our progress and release announcements!

💡 Your support means everything to us as we work to bring this innovative solution to life. Stay tuned for more updates!

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🤔What is SurveyX?

SurveyX is an advanced academic survey automation system that leverages the power of Large Language Models (LLMs) to generate high-quality, domain-specific academic papers and surveys.🚀

By simply providing a paper title and keywords for literature retrieval, users can request comprehensive academic papers or surveys tailored to specific topics.

If you're curious about how SurveyX works or want to understand the underlying technology and methodology, feel free to check out our 📑website, where we provide an in-depth explanation of the system's architecture, data processing methods, and experimental results.

🤔 What’s This Git For?

This GitHub repository is designed to provide a platform where users can request the generation of high-quality, domain-specific academic surveys by simply submitting an issue. The main purpose of this repository is to allow users to easily create and receive tailored academic surveys or papers, which are generated using SurveyX📄

By submitting an issue with a paper title and keywords for literature search, users can quickly generate a comprehensive review paper or survey on a specific topic. This process streamlines academic research by automating paper creation, saving users time and effort in compiling research content. 📚💡

🖋️How to Request a Custom Paper via Issue

To request a paper, create a new issue with the following details:

• Paper Title: Provide the title of the paper you need.
• Keywords for Literature Search: Provide keywords separated by commas that will help retrieve relevant literature and guide the content generation (e.g. "AI in healthcare, climate change impact on agriculture, ethical implications of AI"). We recommend that the number of keywords be limited to 4 ~ 5 for optimal results.
• Your email(optional): Please provide your email address so that we can notify you promptly once the paper is ready.

💬Example Issue Submission

Title: Controllable text generation of LLM: A Survey

Keywords: AI, healthcare, ethical implications, technology adoption, AI-driven diagnostics

Email: xxxxxxxx@SurveyX.cn

Once your request is submitted, the generated paper will be placed in the user requests folder. Please allow 1-2 business days for processing and generation. ⏳

📝Generated Topics

Examples Papers

Title	Keywords
From BERT to GPT-4: A Survey of Architectural Innovations in Pre-trained Language Models	Transformer, BERT, GPT-3, self-attention, masked language modeling, cross-lingual transfer, model scaling
Unsupervised Cross-Lingual Word Embedding Alignment: Techniques and Applications	low-resource NLP, few-shot learning, data augmentation, unsupervised alignment, synthetic corpora, NLLB, zero-shot transfer
Vision-Language Pre-training: Architectures, Benchmarks, and Emerging Trends	multimodal learning, CLIP, Whisper, cross-modal retrieval, modality fusion, video-language models, contrastive learning
Efficient NLP at Scale: A Review of Model Compression Techniques	model compression, knowledge distillation, pruning, quantization, TinyBERT, edge computing, latency-accuracy tradeoff
Domain-Specific NLP: Adapting Models for Healthcare, Law, and Finance	domain adaptation, BioBERT, legal NLP, clinical text analysis, privacy-preserving NLP, terminology extraction, few-shot domain transfer
Attention Heads of Large Language Models: A Survey	attention head, attention mechanism, large language model, LLM,transformer architecture, neural networks, natural language processing
Controllable Text Generation for Large Language Models: A Survey	controlled text generation, text generation, large language model, LLM,natural language processing
A survey on evaluation of large language models	evaluation of large language models,large language models assessment, natural language processing, AI model evaluation
Large language models for generative information extraction: a survey	information extraction, large language models, LLM,natural language processing, generative AI, text mining
Internal consistency and self feedback of LLM	Internal consistency, self feedback, large language model, LLM,natural language processing, model evaluation, AI reliability
Review of Multi Agent Offline Reinforcement Learning	multi agent, offline policy, reinforcement learning,decentralized learning, cooperative agents, policy optimization
Reasoning of large language model: A survey	reasoning of large language models, large language models, LLM,natural language processing, AI reasoning, transformer models
Hierarchy Theorems in Computational Complexity: From Time-Space Tradeoffs to Oracle Separations	P vs NP, NP-completeness, polynomial hierarchy, space complexity, oracle separation, Cook-Levin theorem
Classical Simulation of Quantum Circuits: Complexity Barriers and Implications	BQP, quantum supremacy, Shor's algorithm, post-quantum cryptography, QMA, hidden subgroup problem
Kernelization: Theory, Techniques, and Limits	fixed-parameter tractable (FPT), kernelization, treewidth, W-hierarchy, ETH (Exponential Time Hypothesis), parameterized reduction
Optimal Inapproximability Thresholds for Combinatorial Optimization Problems	PCP theorem, approximation ratio, Unique Games Conjecture, APX-hardness, gap-preserving reduction, LP relaxation
Hardness in P: When Polynomial Time is Not Enough	SETH (Strong Exponential Time Hypothesis), 3SUM conjecture, all-pairs shortest paths (APSP), orthogonal vectors problem, fine-grained reduction, dynamic lower bounds
Consistency Models in Distributed Databases: From ACID to NewSQL	CAP theorem, ACID vs BASE, Paxos/Raft, Spanner, NewSQL, sharding, linearizability
Cloud-Native Databases: Architectures, Challenges, and Future Directions	cloud databases, AWS Aurora, Snowflake, storage-compute separation, auto-scaling, pay-per-query, multi-tenancy
Graph Database Systems: Storage Engines and Query Optimization Techniques	graph traversal, Neo4j, SPARQL, property graph, subgraph matching, RDF triplestore, Gremlin
Real-Time Aggregation in TSDBs: Techniques for High-Cardinality Data	time-series data, InfluxDB, Prometheus, downsampling, time windowing, high-cardinality indexing, stream processing
Self-Driving Databases: A Survey of AI-Powered Autonomous Management	autonomous databases, learned indexes, query optimization, Oracle AutoML, workload forecasting, anomaly detection
Multi-Model Databases: Integrating Relational, Document, and Graph Paradigms	multi-model database, MongoDB, ArangoDB, JSONB, unified query language, schema flexibility, polystore
Vector Databases for AI: Efficient Similarity Search and Retrieval-Augmented Generation	vector database, FAISS, Milvus, ANN search, embedding indexing, RAG (Retrieval-Augmented Generation), HNSW
Software-Defined Networking: Evolution, Challenges, and Future Scalability	OpenFlow, control plane/data plane separation, NFV orchestration, network slicing, P4 language, OpenDaylight, scalability bottlenecks
Beyond 5G: Architectural Innovations for Terahertz Communication and Network Slicing	network slicing, MEC (Multi-access Edge Computing), beamforming, mmWave, URLLC (Ultra-Reliable Low-Latency Communication), O-RAN, energy efficiency
IoT Network Protocols: A Comparative Study of LoRaWAN, NB-IoT, and Thread	LPWAN, LoRa, ZigBee 3.0, 6LoWPAN, TDMA scheduling, RPL routing, device density management
Edge Caching in Content Delivery Networks: Algorithms and Economic Incentives	CDN, Akamai, cache replacement policies, DASH (Dynamic Adaptive Streaming), QoE optimization, edge server placement, bandwidth cost reduction
A survey on flow batteries	battery electrolyte formulation
Research on battery electrolyte formulation	flow batteries

User Requested Papers

Title	Keywords
Think and Draw! A survey on Vision-MLLMs that can understand and generate	vision-language models, multimodal learning, generative AI
A Survey of new intent detection and discovery for Conversational Understanding	Out-of-domain Detection， New Intent Discovery， Generalized Category Discovery
A Survey of Segment Anything Model (SAM) in Medical Imaging: Advances in Vision Foundation Models	Segment Anything Model (SAM), Medical Image Segmentation, Vision Foundation Models, Prompt Engineering, Efficient Fine-Tuning
A Survey of joint extraction of medical entities and relations	Medical Entity Recognition, Joint Extraction, Relation Extraction, Biomedical Text Mining, Deep Learning
Reinforcement Learning for Large Language Models: Methods, Challenges, and Applications	Large Language Models, Reinforcement Learning, RLHF, Reward Modeling, AI Alignment, Fine-Tuning, Prompt Optimization, Self-Supervised Learning, Model-based RL, Meta-Reinforcement Learning, AI Agents, Multi-Agent Reinforcement Learning (MARL), Curriculum Learning, Few-Shot Learning, Continual Learning, Adaptive Learning, Human-in-the-Loop Learning
Process Reward Models for LLM Reasoning	Process Reward Model, Reasoning, Large Language Model
Novel Multiferroics coupling ferroelectricity with Skyrmion, altermagnetism or Ferrovalley	Multiferroic, Skyrmion, altermagnetism, Ferrovalley, ferroelectricity
Comparative study of cardiac markers CKMB and LDH in pericardial fluid for postmortem diagnosis	Forensic medicine, Postmortem diagnosis, Sample timing, Cardiac muscle fibers, Myocardial infarction
A Multi-dimensional Perspective on Hybrid Human-Artificial Intelligence: Opportunities and Challenges in the Era of Large Language Models	Hybrid Human-Artificial Intelligence, Large Language Models, Deep Learning, Reinforcement learning
Multimodal fusion with Multimodal Temporal Data for Clinical prediction	Multimodal temporal data, Deep learning in healthcare, Clinical decision support systems (CDSS), Temporal alignment, Uncertainty quantification, Reinforcement learning in medicine, Medical image sequence analysis, Interpretable machine learning
A Survey on Unit Test Case Generation	Unit Test, Unit Testing, Large Language Model
Enhancing Blind Image Deblurring Robustness Against Saturated Images	Blind Deblurring, Impulse Noise Detection, Non-convex Optimization, Saturated Images
A Comprehensive Survey of Token Compression for Vision Transformers, Vision Generation, Large Language Models, Large Multimodal Models	Token Compression, Token Pruning, Token Reduction, Token Merging, Accelerating Diffusion Transformers, Vision-Language Models, Image Generation, Video Generation, Vision Transformers. Large Language Models, Acceleration, Efficient Large Multimodal Models
Automatic Detection of Age-Related Macular Degeneration in Mice Using OCT Images and Deep Neural Networks	Age-Related Macular Degeneration (AMD), Optical Coherence Tomography (OCT), Convolutional Neural Networks (CNN), VGG16, ResNet, Deep Learning,nnUNet, Biomedical Image Analysis, Classification Models, Artificial Intelligence in Ophthalmology
Deep learning for depression recognition with multimodal : A Review	Depression, Multimodal methods, Emotion recognition, Deep learning, Unimodal methods, Psychological abnormalities
Paper on the PET image reconstruction, focused on the methods in the generation AI era, comparing deterministic and generative methods	AI, medical imaging, PET, reconstruction, generative model
LLM-based Autonomous Agents Empowered Social Sciences: From a Social Simulation Perspective	large language models, LLM-based agent, social simulation, social science, social intelligence, world simulation
Multi-modal Knowledge Graph Completion and Its Application: A Comprehensive Survey	Knowledge Graphs, Multi-modal Knowledge Graph Completion, Multi-modal Fusion, Knowledge Graph Application, Link Prediction
A Fingerprint Localization Algorithm Based on Low-Density Tags	Indoor location, Fingerprint location
Document Understanding with Multi-modal Large Language Model : A Survey	Document Understanding, Multi-modal Large Language, Document AI, Document VQA
Towards human-like multimodal perception and cognition: A review of challenges and future prospects of MLLM multimodal alignment.	nan
Automated Material Synthesis Laboratory: A Survey	Robotics, AI, LLM, Autonomous laboratory, Active learning, Machine learning, Deep learning, High-throughput, DFT, Materials science, Chemistry
Emergent Abilities in Large Language Models: a Survey	Large Language Models, Emergent Abilities
A Comprehensive Survey of Text-to-Speech Synthesis: Technologies, Methodologies, and Applications	Text-to-speech (TTS) systems, speech synthesis architectures, parametric TTS, neural TTS, deep learning for speech synthesis, waveform generation, vocoders, prosody modeling, multilingual speech synthesis, real-time TTS, voice conversion, zero-shot TTS, evaluation metrics for TTS
From Signal to Parameter: A Complete Technical Guide to All PPG-Derived Measurements and Their Extraction Methods	Photoplethysmography, Biosensors, Signal processing, Optical monitoring, Vital signs, Biomedical engineering
The Potential and Challenges of Artificial Intelligence in Policing : A survey	AI, Policing, Law enforcement, Crime prevention, Surveillance, Predictive analytics, Ethics, Bias, Decision-making, Legal implications
Application of multi-modal large-scale model in robot orientation	Multi-modal large model, robot, Reinforcement learning, embodied intelligence,Hybrid model of experts
Application Research on fatigue detection using face recognition technology	Fatigue detection, face recognition, deep learning image processing
Deep Learning Applications in Single-cell Omics for Colorectal Cancer Research	Deep Learning, Single-cell Omics, Colorectal Cancer, Bioinformatics
Prediction of shear strength parameters of granite residual soil based on machine learning	granite residual soil, machine learning, shear strength parameters, data processing, model interpretability
Quantifying the Use and Impact of Machine Learning in Lung Sound Classification and Recognition	Machine learning, lung sounds, respiratory sound recognition, Pulmonary sound analysis,Feature extraction
Process Reward Models for Large Language Model Reasoning: A Comprehensive Review	Large Language Models, process supervision, step-level supervision, process reward model (PRM), step-level reward, process verifier, step-by-step verifier, Reinforcement Learning
A Comprehensive Survey of Low-Rank Adaptation (LoRA) in Large Language Models, Vision Generation, Large Multimodal Models and Beyond: Methods, Theories, Applications and Opportunities	LoRA (Low-Rank Adaptation), LoRA Hyperparameters, LoRA with Pruning, Multimodal learning, Vision-Language Models
Symbolic Regression: Architectures, Benchmarks, and Emerging Trends	symbolic regression, sparse regression, equation discovery, genetic algorithms, Reinforcement Learning, large language models
A Comparative Analysis of Dual Vocational Education Systems: Germany vs. Spain and Implications for Chinese Vocational Education Reform	Dual vocational education system, Germany vocational training, Spain vocational education
EEG Foundation Model: A Survey	AI, EEG, Foundation model, Deep Learning, Time Series, BCI
Large Language Model Security: A Survey	Adversarial sample defense and attack, Backdoor attack and defense, Training data poisoning, Model watermarking
Survey On Image Segmentation Machine Learning Models.	Image Segmentation, Instance segmentation, Semantic segmentation, Panoptic segmentation, SAM2, SegFormer, BiRefNet, DeepLab, Mask2FormerForUniversalSegmentation.
Video Generative Models in Embodied Intelligence: Advances, Applications, and Future Directions	Video Generation Models, Embodied Intelligence, Generative Adversarial Networks (GANs), Diffusion Models
PCB defect detection: a survey	PCB defect detection
Diffusion Models in object detection: A survey.	Diffusion Models, object detection, object recognition
The Impact of AI Image Recognition Technology in Sports Fitness Training on Customer Participation and Repurchase Intention: A Survey	Image Recognition, Sports Fitness Training, Customer Participation, Repurchase Intention
A review on AGI-enabled solutions for IoX services exploding with cyber-physical-social-thinking space	services exploding, AI, internet of things, internet of people, Internet of Thinking
Automatic Vulnerability Detection in Distributed System: A Survey	AI, Vulnerability Detection, Distributed System, RDMA, Cloud, MPI, File System, Large Scale, LLM
A review of deep-learning-based approaches for Positron Emission Tomography Reconstrution	deep learning, Positron Emission Tomography, PET image reconstrution
Finetuning Mixture of Experts LLMs: Methods, Applications, Risks and Opportunities	LLMs, Large Language Models, Mixture of Experts, training, Continued Pretraining, Finetuning, SFT, Supervised Finetuning, MOE, Expert router, LORA, PEFT, Full Finetuning, retraining experts, finetuning experts
A Survey on Large Language Model based Autonomous Agents	Autonomous agent, Large language model, Human-level intelligence, AGI, ASI, coding
Progress and Prospects of Research on the Whole Stage of Coal Spontaneous Combustion	spontaneous combustion, comprehensive prevention and control throughout all stages, machine learning, artificial intelligence, informatization, monitoring and early warning, fire prevention and control, emergency rescue
a survey on large language model for debugging the programs	Autonomous agent, Large language model, Debug, Debug like a Human, Human in the loop, Human-Computer Interaction, Automatic Program Repair, self-debug, testing
Advancing Cardiovascular Care Through Digital Twin Technology: A Comprehensive Review of State-of-the-Art Methods	Computational Modelling, Digital Twin, Personalized Treatment, Electrophysiology, Atrial Fibrillation, Ventricular Tachycardia, Ischemic Heart Disease, Heart Failure, CRT, PET, diagnosis, treatment selection (stent, operation, drugs), responders and non-responders, intra-operative
3D Generation and Editing Technology Guided by Large Language Models: A Survey	large language models, 3d representation, inverse graphics, text-to-3D, diffusion model, 3D understanding and reasoning, multimodal information Fusion, physics-based modeling, efficiency and interactivity, fine-grained control and semantic chasm
Deepfake Detection Guided by data augmentation: A Survey	deepfake, data augmentation, inverse graphics, classifier, computer vision, faceswap
A Comprehensive Survey of Facial Landmark Detection	facial landmark detection, face alignment, 3d facial landmarks, face morphing, facial retouching, virtual makeup
Acceleration of an aligner for long noisy sequences in multicore CPUs	Multicore CPUs, OpenMP, Python, SuffixAligner, BAM, SuffixArray
Domain Adaptation in Medical Imaging: A Survey	medical imaging, domain adaptation, machine learning, healthcare, image processing
Energy Communities: Global Trends, Nordic Innovations, and the Swedish Transition	decentralized energy systems, renewable energy transition, citizen participation, energy democracy
A Comprehensive Review of Sepsis: Mechanisms, Clinical Management, and MIMIC Database-Driven Insights	Sepsis, mimic database, data mining, critical care, pathophysiology, clinical management, prognostic indicators, big data analytics, machine learning, deep learning, evidence-based medicine
Tree Crown Delineation in Remote Sensing: A Review	Individual tree crown delineation, Tree crown detection, LiDAR, RGB high-resolution imagery, UAV remote sensing, very high-resolution , multispectral, deep learning, tropical forest, ecology, remote sensing, aerial imagery, automatic tree crown delineation
Saudi Arabia Defense Diplomacy	Defense diplomacy, military diplomacy, defense policy, saudi arabia
Ecological Succession and Canopy Gaps: A Survey on Tree Architecture, Species Strategies, and Gap Dynamics	Ecological succession, canopy gaps, tree architecture, species temperament
Understanding Geospatial Data Through Deep Learning: A Survey on LLM-Based Approaches	Geospatial data, deep learning, large language models (LLMs), remote sensing
Systematic Review on Telemedicine Pre and Post Covid 19 Pandemic and Impact of Generative AI	Telemedicine, AI in healthcare, pandemic healthcare, medical LLMs, vision-language models, patient outcomes.
Tropical Forest Degradation and Changes in Tree and Canopy Structure: From Local Observations to Large-Scale Remote Sensing Analyses (Imagery and LiDAR)	Tropical forest degradation, canopy structure, tree architecture, spatiotemporal dynamics
The Application of Artificial Intelligence in Hematolymphoid Diseases	artificial intelligence, machine learning, deep learning, lymphopoietic diseases
Adversarial Malware: AI-Driven Evasion Techniques and Countermeasures	adversarial malware, machine learning evasion, AI-based malware detection, dynamic analysis
Cognitive Bias and Gender Stereotypes in Large Language Models: Toward Controllable and Ethical Text Generation	AI, Cognitive Bias, Ethical Implications, Gender Stereotypes, Language Models
Numerical simulation and analysis of expansion for supercritical carbon dioxide: A Survey	Supercritical CO2, Real Gas, Equation of state, CFD, impinging jet, multi-phase, transcritical flow
Prediction of Emerging Small E-waste Generation: A Review of Multi-source Heterogeneous Data Fusion Methods Based on Machine Learning	Emerging small e-waste (ESW), multi-source heterogeneous data fusion, machine learning
Artificial Intelligence Data Center for AI model training: a Survey	Model Training, RDMA, Network topology, congestion control, load balancing
Evolution and Challenges in Discrete Representation TTS: A Systematic Analysis of Encoding, Modeling and Decoding	Discrete Representation, Text-to-Speech, Vector Quantization, Codebook Learning
Generate personalized text summaries using LLM	personalized LLM, text summaries, abstractive summaries, user portrait
Reinforcement Learning Training Mechanisms in Large Language Models: Key Technical Analyses from Reward Modeling to Policy Optimization	Reinforcement Learning, Reward Modeling, PPO, GRPO, Reinforcement Learning from Human Feedback (RLHF)
Immersive VR Training for Educators: A Solution to Managing Student Crises and Promoting Mental Health Awareness	student crisis management, teacher training, mental health education, virtual reality training, depression, VR in education
LLM-Assisted Low-Resource Code Generation: A Comprehensive Survey on Techniques and Future Directions	LLMs, Low-Resource, Code Generation, Code Synthesis, Prompt Engineering, Agent System
LLM agents in Science of Science: A survey	LLM agents in the Science of Science, AI in the Science of Science, LLM agents in Scientometrics, LLM agents in the Library and Information Science
Cardiovascular disease therapeutics via engineered gut microbiota: Applications and perspective	cardiovascular disease, therapeutics, gut microbiota, clinical applications
A Comprehensive Survey on LLM-Post-Training-oriented Data Synthesis	-
Using Large Language Model Agents in psychology	Large Language Model, LLM Agents, psychology
Hybrid Multi-Scale Attention Network (HMSA-Net) using YOLOv11	GAM, SPPF, YOLOv11, Super Resolution
Request for a Survey Paper on Agricultural AI Applications	-
Vision-and-language navigation:Task,Method	vision-and-language navigation, LSTM, Transformer, Cross-modal, LLM, VLM, RL, IL, A2C
Design of bridge pile foundation in karst area based on three-dimensional geological model	Karst, three-dimensional geological model, Passing through karst cave pile foundation, finite element simulation, monopile, Pile effect coefficient
Comprehensive Review of Document Layout Analysis: Techniques, Applications, and Future Directions	Document Layout Analysis, Page Segmentation, Deep Learning, Computer Vision
Exploring the Influence of Free Iron Oxide Content on the Mechanical Properties of Granite Residual Soil Based on PFC3D Discrete Element Method	residual soil of granite, Free iron oxide, Discrete Element Method, Shear strength of residual granite soil, Compressibility of residual granite soil, PFC3D
A Comprehensive Review of Computer Vision, Augmented Reality, and Human Pose Estimation Applications in Medical Rehabilitation	Computer Vision, Augmented Reality (AR), Human Pose Estimation, Medical Rehabilitation
Review of Federated Recommender Systems From Recommendation Task View	Recommender systems, Federated learning, Privacy preservation, Collaborative recommendation
Intelligent Data Processing Techniques for Space Object Sensing: Feature Extraction, Multi-Source Fusion, and Heterogeneous Orbit Determination	Space Object Sensing, Space Situational Awareness (SSA), Heterogeneous Multi-Source Orbit Determination, Multi-Dimensional Space Data Fusion
industrial automation with computer vision intelligence: A Survey	AI, Industry 4.0, Automation, Computer Vision, Surveillance, Safety, Anomaly
Fabric defect detection: a survey	Fabric defect detection
Variation Propagation Model in “Pose Adjustment - Matching”Process for Aircraft Component Assembly: A Survey	Variation Propagation, Large Aircraft Component Assembly, Pose Adjustment in Assembly
Joint optimization of space allocation and yard crane deployment in container terminal under uncertain demand	Container terminal, Space allocation, Yard crane deployment, Uncertainty
Trustworthiness of Large Language Models: A Survey	LLM, trustworthiness, uncertainty, hallucination, faithfulness
Progress in the Application of GEOAI in Land System Science	-
Event Extraction Framework Based On Large Language Models	Event Extraction, Large Language Model, Data Augmentation, Few-shot
Bias and Fairness Metrics: Practical Applications, Limitations, and Future Directions	Bias Measurement, Fairness Metrics, Algorithmic Fairness, Fairness Evaluation
Applications of Neural Networks in Fault Diagnosis:Difficulties, Methods, Cutting-edge Technologies	Machine Learning, Deep Learning, Artificial Neural Networks, Convolutional Neural Networks
Research on IT Service Support Process Improvement based ITIL-A Case Study on M Company’s X System	IT service support, IT service management, ITIL3.0, process improvement, process performance baseline
Research on the Symbiosis Pathway between Locality and Popular Culture in Tourist Destinations Driven by Cultural Endogeneity	culturally endogenous-driven, symbiosis pathway, locality of tourist destinations, popular culture
Taxonomy and Ecological Associations of Mytilinidiaceae and Sistotrema: Focus on Coniferous Hosts and Pine	-
A Comprehensive Review of research and development of fault-tolerant architecture of natural language processing problem	audio processing, Fault-tolerant, Scalability, Microservices
Multimodal Retrieval-Augmented Generation: A Survey	Multimodal, Large Language Model, Retrieval-Augmented Generation
A Comprehensive Review of AutoML systems and approaches	AutoML, Machine Learning, Model Selection, Hyperparameter Optimization, Feature Engineering, Machine Learning Pipelines, Data Preprocessing, Model Evaluation
Model Context Protocol (MCP): A Survey	Model Context Protocol (MCP), AI model interoperability, context-aware systems, protocol design, distributed AI frameworks
Large Language Models for Data Quality Processing: A Survey	AI, LLM, Data Quality, ETL, Knowledge Models, Shift Left, Data Contracts, Data Observability, Knowledge Models, Ontology
Optimization of Metal-Organic Framework Membranes for Desalination Driven by Machine Learning	Metal-Organic Framework Membranes, Desalination, Machine Learning, Molecular dynamics
The Chinese University of Hong Kong, Shenzhen students' Understanding of International Relations	international relations, the Chinese University of HongKong Shenzhen, Sino-foreign cooperative education, Chinese undergraduates, educational innovations
Synthetic Training Data via Diffusion Model: A Review on Boosting Object Detection with Diffusion Model	Diffusion Models, Data Augmentation, Object Detection Enhancement, Image Generation
Evaluation Benchmarks for Multimodal Large Language Models in Video Tasks: Current State and Challenges	Multimodal Large Language Models, Video, Evaluation Benchmarks, Video Understanding
In-context Learning for LLM Complex Reasoning Tasks: A Survey	In-context learning, LLM, reasoning, logical problem, math problem.
A survey on classifier fine-tuning alignment in federated long-tail learning	federated long-tail learning, classifier fine-tuning, distribution alignment
Estimation of oil tank reserves based on remote sensing images: A Survey	AI, Oil tank, Optical high resolution remote sensing images
Dynamic Task Planning for Long-horizon Mobile Manipulation: A Survey	task planning, mobile manipulation, long-horizon, robotics
Quadruped Robot Learning: A Survey	quadruped robots, mobile manipulation, legged locomotion, whole-body control
Microservice Scheduling in Hybrid Cloud Scenarios: A Survey	microservices, hybrid cloud, schdule
A Survey on Microservice Autoscaling	microservices, autoscaling, schdule
A Survey on query-product relevance predicting	sentence relevance, recommend system
A Survey on deep research relevance Technology Progress	deep research, search agent, ai writing
A Survey on Unsupervised Domain Adaptation for Semantic Segmentation of Remote Sensing Images	Remote sensing, semantic segmentation, unsupervised domain adaptation
Intelligent Massage Robots: Motion Control, Key Algorithms, and Advancements in AI and Embodied Intelligence	Intelligent Massage Robots, healthcare, Motion Control, Key Algorithms
Deep Learning-based Methods for Multivariate Time Series Imputation: A Survey	Deep learning, Multivariate Time Series, Imputation
A Comprehensive Review of Multimodal Large Models: Mechanisms, Applications, and Insights from Sensory Integration	Multimodal AI, sensory integration, cross-modal learning, audio-visual perception
A Comprehensive Review of Scene Text Synthesis and Visual Text Generation: Techniques, Applications, and Future Prospects	Scene text synthesis, visual text generation, natural language processing, deep learning
A comprehensive review of core/cusp problem and oblateness of the dark matter halos of galaxies	galaxy, Milky Way, dark matter, galaxy simulation, stellar feedback
Evaluating Personality in Large Language Models: A Survey	LLM, Personality
Large Language Models in Transportation: A Survey, Tutorial, and Outlook	LLMs, VLMs, MLLMs, Transportation, Intelligent Transportation Systems
Unifying LLM and Operating System: A Survey	Large Language Models, Operating System, Edge Device Deployment, AI Agent Schedule
Deep Learning for Time Series Anomaly Detection: A Survey	Deep learning, Time Series, Anomaly Detection, Outlier Detection
Null Space Methods in Large Language Models: Applications and Insights	Parameter-efficient tuning, Large language models
AI Alignment and Human-Machine Trust: A Survey	Value Alignment, AI Alignment, Trust in AI systems
Recent advances in AI-aided brain state modeling and decoding: a comprehensive review	Brain-computer interface, EEG acquisition device in medical care and daily life scenerios, Progress in deep learning-based EEG signal decoding, Complex network theory-based brain network modeling
Exploiting MSK Orthogonality in CDMA and DSSS Systems: A Survey	MSK, CDMA, DSSS, Temporal Correlation
Vocabulary Object Detection in VLM Era: A Survey	Open Vocabulary, Scene Understanding, Object Detection, Vision Large Language Model
Research and Optimization of Steel Structure Node Design	steel structure, node design, connection performance, seismic design
Three-dimensional Medical Image Semantic Segmentation Research	artificial intelligence, machine learning, deep learning, medicine
Implementation plan for AI model implementation in Macao enterprises	artificial intelligence, ethical impact, technology adoption
Application of Diffusion Models in Medical Imaging	Diffusion Models, Medical Imaging, Data Synthesis
Few-shot continual learning	few-shot learning, continuous learning, catastrophic forgetting
Systemic risk measure and contagion network: A Survey	Systemic risk, risk measure, contagion network, spillover network
Classical Simulation of Quantum Computers	quantum computing fundamentals, quantum state representation, strong/weak simulation theory, state vector simulation techniques
Quantum Machine Learning Application on Quantum Computational Chemistry	Quantum Computing, Symmetry, Quantum Chemistry, Quantum Machine Learning
Advancement of oriented tissue regeneration via 3D printing technique	3D printing technique, regulating cell behavior, oriented tissue regeneration
survey on image-based person re-identification	deep learning, opencv, person re-identification, image
survey on Off-Road 3D Perception for mobile robots	traversability estimation, Off-road environments, 3D Semantic Segmentation
A survey of the application of deep learning in the field of oral cone-beam CT	deep learning, cone-beam CT, image analysis, dentistry
Graph Neural Network-based Surrogate PDE Solvers: A Review and Perspectives	Partial Differential Equations, Graph, GNN-based, Surrogate PDE Solvers
A review of intelligent design of architectured material	Machine Learning, AI, LLM, metamaterials
A review of Multiscale Mechanics	Machine Learning, AI, LLM, Multiscale Mechanics
A review of AI application in Multiscale Mechanics	Machine Learning, AI, LLM, Multiscale Mechanics
Distributed Strategies for Pursuit-Evasion Games with A Single Evader and Multiple Pursuers	Pursuit-Evasion Games, Distributed Control, Differential Games
The α-Synuclein Origin and Connectome Model (SOC Model) of synucleinopathy: Status as of 2025	alpha-synuclein, autonomic nervous system, connectome
A Comprehensive Survey On Prompting Languages And Paradigms for Large Language Models	prompt programming, Prompting Language, Prompting Is Programming
Large Language Models as Autonomous Researchers: A Systematic Review of AI Scientist Systems for Scientific Discovery	AI scientist, Large Language Model, multi agent, scientific discovery
The Application of Digital Technology in Oral Surgery Nursing Care：a literature review	orthognathic surgery, oral surgery, Oral and Maxillofacial Surgery, computer⁃aided design, computer⁃as⁃sisted surgery
Deep Learning Models for Automated Medical Coding from EHRs: A survey	Automated Medical coding, Deep learning, Computer assisted clinical coding, Clinical classification and coding
Multimodal Large Language Models in Cross-Cultural Contexts: A Comprehensive Review of Opportunities and Challenges	Multimodal Large Language Model, Multicultural, Cross-Cultural
Deepfake Generation and Detection in the Era of Multimodal Large Models: Theory, Practice, and Future Perspectives	Multimodal Large Models, Deepfake, Multimedia
Large Language Model for Tabular Intelligent Tasks：A Survey	tabular data, table understanding, prompt engineering, datasets
Document Retrieval and Layout Understanding for Multimodal RAG: A Comprehensive Review	Retrieval-augmented generation (RAG), Multimodal retrieval, document understanding, Document retrieval
Large Language Model Jailbreak	Attack, Defend, Evaluate
The molecular and physiological link between sugar metabolism and phytic acid synthesis and metabolism during rice grain filling.	sucrose, phytic acid, grain filling, sugar metabolism
Deep Learning based Fault Localization and Program Repair: A Survey	Fault Localization, Program Repair, Deep Learning
PinTu: From Asynchronous Pipeline to Asynchronous Logic	Asynchronous Circuits, Bundle Data, Design Flow, Click
Hyper-Parallel Superscalar RISC-V Processor Based on Event-Driven Logic	Asynchronous circuits, Superscalar processor, Parallel computing, Instruction-level-parallelism
A Low-Power Integer Division Architecture for Asynchronous RISC-V Processors	No-restoring algorithm, asynchronous divider, RISC-V processor
Exploring Federated Learning with Lora-based Finetuning for Personalized Models	Federated Learning, LoRA, Finetuning, Personalization
Neural Mechanisms of Large Models: A Literature Review on Neuron-Level Interpretation	Large Language Models, Neuron-Level Interpretability, Model Transparency
Machine Learning enables GC-MS data in field of food industry: A comprehensive Survey	GC-MS, food authentication, AI, deep learning
A Real-Time Monitoring and Energy Efficiency Optimization Framework for Building Electrical Equipment Based on Edge Computing	Real-time monitoring, Energy efficiency optimization, Edge computing
Research and implementation of modulation recognition algorithm based on multi-node cooperation	Modulation recognition, Model segmentation, Inference acceleration, Multi-node cooperation
Learning robot task specification with natural language: A survey	Task specification, task planning, natural language processing
A Survey on 3D Inverse Rendering from Multi-view Images	3D vision, inverse rendering, relighting, material estimation
Multi-agent Systems in Large Language Model Era	multi-agent system, large language model, Artificial Intelligence, Software Engineering
Analysis of Earth's Rotation Effect on High-Precision Vertical Drilling for Deep Scientific Research Wells	vertical drilling, Earth rotation, Coriolis effect, deep wells
Application of Neural Symbol Method in LLM Reasoning Tasks: A Survey	Neural Symbol, LLM, reasoning, logical problem, math problem
Human-AI Collaboration and Governance in Financial Multi-Agent LLM Systems	Multi-Agent LLMs in Finance, Human-AI Collaboration, Task Allocation in AI Decision-Making, AI Governance in Financial Services
Communication efficient distributed optimization algorithm: A Survey	compressed communication, quantization compression, distributed adaptive filtering
Neural network methods in the problem of defecting road infrastructure: A Survey	artificial intelligence, defect detection, defect classification, road infrastructure
Advancements in Efficient Decoding for Large Language Models: A Comprehensive Review	Efficient Decoding, Large Language Models (LLMs), Speculative Decoding, Tree-based Verification
Sustainable supply chain network optimization for relief items considering resilient strategies and humanitarian	Relief items, Resilient strategies, Humanitarian Supply Chain (HSC)

📃Citing SurveyX

Please cite us if you find this project helpful for your project/paper:

@misc{liang2025surveyxacademicsurveyautomation,
      title={SurveyX: Academic Survey Automation via Large Language Models}, 
      author={Xun Liang and Jiawei Yang and Yezhaohui Wang and Chen Tang and Zifan Zheng and Shichao Song and Zehao Lin and Yebin Yang and Simin Niu and Hanyu Wang and Bo Tang and Feiyu Xiong and Keming Mao and Zhiyu li},
      year={2025},
      eprint={2502.14776},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2502.14776}, 
}

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⚠️ Note

• Our retrieval engine may not have access to many papers that require commercial licensing. If your research topic requires papers from sources other than arXiv, the quality and comprehensiveness of the generated papers may be affected due to limitations in our retrieval scope.
• We currently only support the generation of English academic survey generation. Support for other languages is not available.
• To ensure fair access for all users, each user is limited to one generation per day, prioritizing diverse user needs.

⚠️Disclaimer

SurveyX uses advanced language models to assist with the generation of academic papers. However, it is important to note that the generated content is a tool for research assistance. Users should verify the accuracy of the generated papers, as SurveyX cannot guarantee full compliance with academic standards.