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data scaling

2 papers across 2 sessions

Poster Session 2

1 paper
Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Bigger, Regularized, Categorical: High-Capacity Value Functions are Efficient Multi-Task Learners
#305 · Michal Nauman, Marek Cygan, Carmelo Sferrazza, Aviral Kumar, Pieter Abbeel

We find that online multi-task RL with high-capacity value models leads to SOTA sample efficiency and performance

Poster Session 3

1 paper
Thursday, December 4, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback
#413 · Wei Shen, Guanlin Liu, Yu Yue, Ruofei Zhu, Qingping Yang, Chao Xin, Lin Yan