3 papers
cs.CV2026
Probing Visual Planning in Image Editing Models
Zhimu Zhou, Yanpeng Zhao, Qiuyu Liao +2
Visual planning represents a crucial facet of human intelligence, especially in tasks that require complex spatial reasoning and navigation. Yet, in machine learning, this inherent…
cs.AI2026
Memento-Skills: Let Agents Design Agents
Huichi Zhou, Siyuan Guo, Anjie Liu +14
We introduce \emph{Memento-Skills}, a generalist, continually-learnable LLM agent system that functions as an \emph{agent-designing agent}: it autonomously constructs, adapts, and…
cs.LG2025
Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints
Sunil Kumar, Bowen Zhao, Leo Dirac +1
Despite tremendous recent advances in large model reasoning ability, vision-language models (VLMs) still struggle with detailed visual reasoning, especially when compute resources…