2 papers
cs.LG2026
ReSAIL: Mitigating Collapse in Iterative Agent Self-Distillation
Shengjie Jin, Hengbo Xu, Zelong Sun +2
Iterative self-distillation enables LLM agents to learn from successive deployments, offering a path toward recursive self-improvement (RSI). Yet our experiments with existing meth…
cs.AI2025
From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models
Chenyue Zhou, Mingxuan Wang, Yanbiao Ma +19
Multimodal Large Language Models (MLLMs) strive to achieve a profound, human-like understanding of and interaction with the physical world, but often exhibit a shallow and incohere…