What’s Happening in My Field

Recent arXiv papers in RL post-training · reasoning · self-improvement · multimodal LLMs
Auto-updated weekly via GitHub Actions · Last update: 2026-09-07

SiLR: Structure-Preserving Admission and Process Reward for LLM Tool Agents

Chenyu Zhou, Qiliang Jiang, Shuning Wu et al.

Audio Reasoning

Tracing Audio Grounding and Answer Selection in Audio LLMs

Hyebin Cho, Suho Yoo, Jihoo Jung et al.

FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience

Zixun Huang, Kishan Panaganti, Haitao Mi et al.

Revisiting Topological Graphs for Macro Action based Closed-loop Reinforcement Learning of Vision Language Navigation in Continuous Environment

Shuhao Ye, Sitong Mao, Yuxiang Cui et al.

Self-Improvement

LLM-as-a-Judge Is Not an Oracle: Why Self-Improving Agents Need Deterministic Guardrails

Cliff: Learning Process Rewards from the First Mistake

Peixuan Han, Runhui Wang, Ketan Ramaneti et al.

A Survey on Self-Improving Test-Time Intelligence: Feedback-Driven Adapting, Learning, and Scaling at Inference

Shuaicheng Niu, Guohao Chen, Yaofo Chen et al.

HarnessEvolve: Learning from Reference Trajectories for Reliable Agent Self-Evolution

Wen Jiang, Mingmin Chu, Yimeng Tian et al.

Self-Improvement

Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement

Yi Ding, Ruqi Zhang

← Back to homepage