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The University of Maryland had a strong showing at the 40th International Conference on Machine Learning (ICML) 2023, held last month in Honolulu, Hawaii.

Papers by Kaiqing Zhang's group

Revisiting the Linear-Programming Framework for Offline RL with General Function Approximation
Asuman Ozdaglar, Sarath Pattathil, Jiawei Zhang, Kaiqing Zhang (ECE/ISR)

Partially Observable Multi-agent RL with (Quasi-)Efficiency: The Blessing of Information Sharing
Xiangyu Liu, Kaiqing Zhang (ECE/ISR)

Papers by Dinesh Manocha's group

STEERING : Stein Information Directed Exploration for Model-Based Reinforcement Learning
Souradip Chakraborty (UMD), Amrit Bedi (UMD), Alec Koppel, Mengdi Wang, Furong Huang, and ISR-affiliated Dinesh Manocha (ECE/CS/UMIACS)

Beyond Exponentially Fast Mixing in Average-Reward Reinforcement Learning via Multi-Level Monte Carlo Actor-Critic
Wesley A. Suttle, Amrit Bedi (UMD), Bhrij Patel, Brian Sadler, Alec Koppel, and ISR-affiliated Dinesh Manocha (ECE/CS/UMIACS)

In addition, the conference's Outstanding Paper Award was presented to UMD researchers John Kirchenbauer, Jonas Geiping, Yuxin Wen, Jonathan Katz, Ian Miers, and Tom Goldstein (Katz and Goldstein are affiliated with ECE). Their paper, “A Watermark for Large Language Models,” focuses on embedding watermarks into large language models to help identify the source of specific outputs generated by the model.



Related Articles:
Reinforcement learning is a game for Kaiqing Zhang
ISR faculty leading, playing key roles in ARL cooperative agreement
Manocha, Bedi receive Amazon Research Award for 'federated learning'
'OysterNet' + underwater robots will aid in accurate oyster count
New ECE/ISR assistant professor wins award for dissertation
Espy-Wilson is PI for NSF project to improve 'speech inversion' tool
NEXTOR aviation operations research uses machine learning to model system delay and predict high flight delay days
Michael Fu part of NSF project to improve kidney transplant access and decision-making
New reinforcement learning framework for biophamaceutical manufacturing
S. Raghu Raghavan is PI for NSF project on illicit drug trafficking networks

August 10, 2023


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