2 papers
cs.AI2026
Requesting Expert Reasoning: Augmenting LLM Agents with Learned Collaborative Intervention
Zhiming Wang, Jinwei He, Feng Lu
Large Language Model (LLM) based agents excel at general reasoning but often fail in specialized domains where success hinges on long-tail knowledge absent from their training data…
cs.CV2025
TdAttenMix: Top-Down Attention Guided Mixup
Zhiming Wang, Lin Gu, Feng Lu
CutMix is a data augmentation strategy that cuts and pastes image patches to mixup training data. Existing methods pick either random or salient areas which are often inconsistent…