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Silent Failure in LLM Agent Systems: The Entropy Principle and the Inevitable Disorder of Autonomous Agents

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Consensus is Strategically Insufficient: Reasoning-Trace Disagreement as a Knowledge-Representation Signal

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

SCALE: Scalable Cross-Attention Learning with Extrapolation for Agentic Workflow Scheduling

ย ๐Ÿง LLMs ย Content type: Academic
arxiv.orgยท

Optimal Online Equitable Allocation with Indivisible Resources

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Learning to cooperate with emergent reputation via multi-agent reinforcement learning

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Does Persona Make LLMs K-pop Fans? A Pilot Study of LLM-Based Online Concert Audience Agents

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

EGTR-Review: Efficient Evidence-Grounded Scientific Peer Review Generation via Multi-Agent Teacher Distillation

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

An End-to-End Encrypted Control Pipeline for Multi-Agent Coordination via CKKS Homomorphic Encryption

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

GARL: Game-Theoretic Reinforcement Learning for Multi-Agent Strategic Prioritisation

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

How AI Agents Reshape Knowledge Work: Autonomy, Efficiency, and Scope

ย ๐Ÿค–AI Coding ย Content type: Academic
arxiv.orgยท

TIBlender: Early-Warning Threat Intelligence from Cross-Platform Social Media Evidence

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

A multi-agent system for spine MRI report generation from multi-sequence imaging

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

A Multi-Agent System for IPMSM Design Optimization via an FEA-AI Hybrid Approach

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Benchmarking Open-Ended Multi-Agent Coordination in Language Agents

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Exploring the Topology and Memory of Consensus: How LLM Agents Agree, Fragment, or Settle When Forming Conventions

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

Audio-Oscar: A Multi-Agent System for Complex Audio Scene Generation, Orchestration, and Refinement

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

RAILS: Verification-Native Clearing For Agentic Commerce

ย ๐Ÿ”—LLM Workflows ย Content type: Academic
arxiv.orgยท

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