Jianghao Lin
3 papers · Latest:
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
Agora-Opt is a new LLM agent framework for optimization modeling that uses decentralized debate and memory to achieve superior performance.
2604.25847
Information RetrievalModular Representation Compression: Adapting LLMs for Efficient and Effective Recommendations
MARC compresses LLM representations for recommendation systems by addressing mid-layer advantage, improving efficiency and effectiveness.
2604.18146
Software EngineeringExternalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
LLM agents increasingly externalize capabilities like memory, skills, and protocols into surrounding infrastructure, transforming how they solve complex tasks.
2604.08224
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