14 citations · 15 across the 4 of their papers we have counts for
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cs.CV2026★ 14 cited
Hybrid supervised instance segmentation by learning label noise suppression
Linwei Chen, Ying Fu, Shaodi You +1
To reach top accuracy, current fully supervised instance segmentation methods severely rely on large-scale pixel-wise labeled datasets. They are usually expensive and time-consumin…
cs.LG2026
Bringing Value Models Back: Generative Critics for Value Modeling in LLM Reinforcement Learning
Zikang Shan, Han Zhong, Liwei Wang +1
Credit assignment is a central challenge in reinforcement learning (RL). Classical actor-critic methods address this challenge through fine-grained advantage estimation based on a…