Challenges in Credit Assignment for Multi-Agent Reinforcement Learning in Open Agent Systems
arxiv.org·1d
🔧Systems-level optimizations for LLM serving
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Can MLLMs Read the Room? A Multimodal Benchmark for Verifying Truthfulness in Multi-Party Social Interactions
arxiv.org·1d
🧠Large Language Models (LLMs)
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Realistic pedestrian-driver interaction modelling using multi-agent RL with human perceptual-motor constraints
arxiv.org·1d
✨Model optimizations in LLMs
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Graph-Enhanced Policy Optimization in LLM Agent Training
arxiv.org·4d
✨Model optimizations in LLMs
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Reasoning Models Sometimes Output Illegible Chains of Thought
arxiv.org·1d
🧠Large Language Models (LLMs)
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Retrieval Augmented Generation-Enhanced Distributed LLM Agents for Generalizable Traffic Signal Control with Emergency Vehicles
arxiv.org·4d
🔍Retrieval-augmented generation
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From Narrative to Action: A Hierarchical LLM-Agent Framework for Human Mobility Generation
arxiv.org·5d
✨Model optimizations in LLMs
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PORTool: Tool-Use LLM Training with Rewarded Tree
arxiv.org·4d
🧠Large Language Models (LLMs)
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When AI Trading Agents Compete: Adverse Selection of Meta-Orders by Reinforcement Learning-Based Market Making
arxiv.org·1d
🧠Large Language Models (LLMs)
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Simplifying Preference Elicitation in Local Energy Markets: Combinatorial Clock Exchange
arxiv.org·1d
🌐Distributed LLM Systems
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A Multi-agent Large Language Model Framework to Automatically Assess Performance of a Clinical AI Triage Tool
arxiv.org·4d
📊AI Performance Profiling
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Adaptive Context Length Optimization with Low-Frequency Truncation for Multi-Agent Reinforcement Learning
arxiv.org·4d
🔧Systems-level optimizations for LLM serving
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Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error
arxiv.org·4d
🧠Large Language Models (LLMs)
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Independent Clinical Evaluation of General-Purpose LLM Responses to Signals of Suicide Risk
arxiv.org·1d
🧠Large Language Models (LLMs)
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Empowering RepoQA-Agent based on Reinforcement Learning Driven by Monte-carlo Tree Search
arxiv.org·4d
💬Prompt optimizations for LLM serving
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Aligning Large Language Models with Procedural Rules: An Autoregressive State-Tracking Prompting for In-Game Trading
arxiv.org·5d
🧠Large Language Models (LLMs)
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Dialogue as Discovery: Navigating Human Intent Through Principled Inquiry
arxiv.org·1d
💬Prompt optimizations for LLM serving
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From product to system network challenges in system of systems lifecycle management
arxiv.org·1d
🔧Systems-level optimizations for LLM serving
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Visual Backdoor Attacks on MLLM Embodied Decision Making via Contrastive Trigger Learning
arxiv.org·1d
🧠Large Language Models (LLMs)
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Simulating and Experimenting with Social Media Mobilization Using LLM Agents
arxiv.org·4d
🧠Large Language Models (LLMs)
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