Fei Liu @ #ICLR2025 (@feiliu_nlp) 's Twitter Profile
Fei Liu @ #ICLR2025

@feiliu_nlp

Associate professor @EmoryUniversity. Working on large language models, LLM inference, reasoning, natural language generation, and various aspects of GenAI.

ID: 1021959193698467843

linkhttps://www.cs.emory.edu/~fliu40 calendar_today25-07-2018 03:23:53

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Autonomous agents are powerful, but without guardrails, they drift into inefficiency. We view 'cost' as a form of guardrail and use Monte Carlo Tree Search with explicit cost-awareness to guide LLM-based planning. Tight cost constraints push the planner to quickly identify

Autonomous agents are powerful, but without guardrails, they drift into inefficiency.

We view 'cost' as a form of guardrail and use Monte Carlo Tree Search with explicit cost-awareness to guide LLM-based planning.

Tight cost constraints push the planner to quickly identify