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cs.LG2026
Hierarchical Credit Assignment for RLVR on Fused Gromov-Wasserstein Geometry
Qi Yu, Ruizhong Qiu, Zhichen Zeng +6
Reinforcement learning with verifiable rewards (RLVR) has been shown to improve the reasoning capability of large language models (LLMs) across diverse reasoning tasks. However, gr…
cs.LG2023★ 5 cited
Learn to Accumulate Evidence from All Training Samples: Theory and Practice
Deep Pandey, Qi Yu
Evidential deep learning, built upon belief theory and subjective logic, offers a principled and computationally efficient way to turn a deterministic neural network uncertainty-aw…
cs.LG2022
Balancing Bias and Variance for Active Weakly Supervised Learning
Hitesh Sapkota, Qi Yu
As a widely used weakly supervised learning scheme, modern multiple instance learning (MIL) models achieve competitive performance at the bag level. However, instance-level predict…