Tag: LLM agents
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TraceFix: Verified Agent Coordination with TLA+ Counterexamples
Enhance multi-agent coordination protocols with TraceFix, using TLA+ counterexamples for reliable, efficient verification and repair of LLM agent tasks.
AgentEscapeBench: Benchmarking Tool-Grounded Reasoning in LLMs
Discover how AgentEscapeBench evaluates LLM agents' reasoning with external tools in complex, out-of-domain tasks, highlighting key challenges and insights...
SOM: Enhanced Opponent Modeling for LLM Agents Using SCM
Discover SOM, a novel framework using Structural Causal Models to improve opponent prediction accuracy and stability in LLM-based agents.
Hierarchical Policy Learning for Efficient LLM Planning
Discover HCL-GP, a novel method improving large language model planning via hierarchical task decomposition and reusable policy components.
SafeHarbor: Advanced Memory Guardrail for LLM Safety
Discover SafeHarbor, a dynamic memory-augmented framework enhancing LLM agent safety while maximizing utility and minimizing harmful task risks.