الباحثون

Haozhen Zhang

المنشورات 2

نسخة أولية وصول مفتوح

From Traces to Agentic Worlds: Agentic Language World Models for Interactive Environment Simulation

Quanyu Long, Xiao Chen, Jianda Chen وآخرون · 2026

Realistic environment replicas are increasingly valuable for training and evaluating LLM agents, yet the original systems may be inaccessible or impractical to reproduce. We explore agentic language world modeling: rather than rebuilding an executable environment, a world model agent serves as the environment for a tas …

نسخة أولية وصول مفتوح

MemPilot: Orchestrating On-Demand Multimodal Memory Curation for LLM Agents

Haozhen Zhang, Haodong Yue, Quanyu Long وآخرون · 2026

Memory has become integral to the LLM agent ecosystem, supporting information retention and reuse across interactions. However, most existing agent memory systems construct memory in a query-agnostic manner, which can incur unnecessary preprocessing cost and discard details that later prove essential. Recent studies ha …

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