2 papers
cs.CV2025
Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions
Junhao Su, Yuanliang Wan, Junwei Yang +4
Tool-augmented large language models (LLMs) are usually trained with supervised imitation or coarse-grained reinforcement learning that optimizes single tool calls. Current self-re…
cs.CV2022
InsCon:Instance Consistency Feature Representation via Self-Supervised Learning
Junwei Yang, Ke Zhang, Zhaolin Cui +3
Feature representation via self-supervised learning has reached remarkable success in image-level contrastive learning, which brings impressive performances on image classification…