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ICLR’22 (Spotlight)


**Scalable AI: Model compression, distributed learning, black-box optimization, and automated ML**
**Scalable AI: Model & data compression, distributed learning, black-box optimization, and automated ML**

* <a href="https://arxiv.org/abs/2310.08782">Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning</a><br>
**Y. Zhang\***, **Y. Zhang\***, **A. Chen**, **J. Jia**, **J. Liu**, G. Liu, M. Hong, S. Chang, **S. Liu** <br>
NeurIPS'23

* <a href="https://arxiv.org/pdf/2210.04092.pdf">Advancing Model Pruning via Bi-level Optimization</a><br>
**Y. Zhang\***, **Y. Yao\***, P. Ram, P. Zhao, T. Chen, M. Hong, Y. Wang, **S. Liu**<br>
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**S. Liu**, P.-Y. Chen, B. Kailkhura, G. Zhang, A. O. Hero, P. K. Varshney<br>
IEEE Signal Processing Magazine, 2020

* <a href="https://arxiv.org/pdf/1905.00424.pdf">An ADMM Based Framework for AutoML Pipeline Configuration</a><br>
**S. Liu\***, P. Ram\*, D. Vijaykeerthy, D. Bouneffouf, G. Bramble, H. Samulowitz, D. Wang, A. Conn, A. Gray, <br>
AAAI’20

### Sponsors

We are grateful for funding from [Michigan State University](https://msu.edu), [MIT-IBM Watson AI Lab](https://mitibmwatsonailab.mit.edu/), [DARPA](https://www.darpa.mil/), [Cisco Research](https://research.cisco.com/), [NSF](https://www.nsf.gov/), [DSO National Laboratories](https://www.dso.org.sg/), [LLNL](https://www.llnl.gov/), [ARO](https://www.arl.army.mil/who-we-are/aro/).
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