3 papers
cs.LG2024★ 1 cited
Prosody as a Teaching Signal for Agent Learning: Exploratory Studies and Algorithmic Implications
Matilda Knierim, Sahil Jain, Murat Han Aydoğan +4
Agent learning from human interaction often relies on explicit signals, but implicit social cues, such as prosody in speech, could provide valuable information for more effective l…
cs.LG2024★ 1 cited
Towards Principled Representation Learning from Videos for Reinforcement Learning
Dipendra Misra, Akanksha Saran, Tengyang Xie +2
We study pre-training representations for decision-making using video data, which is abundantly available for tasks such as game agents and software testing. Even though significan…
cs.LG2023★ 2 cited
Streaming Active Learning with Deep Neural Networks
Akanksha Saran, Safoora Yousefi, Akshay Krishnamurthy +2
Active learning is perhaps most naturally posed as an online learning problem. However, prior active learning approaches with deep neural networks assume offline access to the enti…