3 papers
cs.CV2026
Task-Focused Memorization for Multimodal Agents
Tao Zou, Yichen He, Tian Qiu +2
Long-term memory is essential for multimodal agents to build coherent experience, accumulate world knowledge, and achieve continual learning. However, constructing effective memory…
cs.IR2025
PaSa: An LLM Agent for Comprehensive Academic Paper Search
Yichen He, Guanhua Huang, Peiyuan Feng +4
We introduce PaSa, an advanced Paper Search agent powered by large language models. PaSa can autonomously make a series of decisions, including invoking search tools, reading paper…
cs.LG2024
AGILE: A Novel Reinforcement Learning Framework of LLM Agents
Peiyuan Feng, Yichen He, Guanhua Huang +4
We introduce a novel reinforcement learning framework of LLM agents named AGILE (AGent that Interacts and Learns from Environments) designed to perform complex conversational tasks…