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6 results for "multi-agent"
- ai · arxiv/cs.AI · 8 min
Safe Bilevel Delegation: Runtime Safety Control for Multi-Agent LLM Systems
A formal framework that dynamically adjusts safety-efficiency trade-offs when delegating tasks to specialized AI sub-agents during execution.
May 2, 2026 Read → - ai · arxiv/cs.AI · 5 min
Self-Evolving Skills Let Language Models Learn From Long Context
Ctx2Skill uses multi-agent loops to automatically extract and refine skills from dense context without human annotation or external feedback.
May 1, 2026 Read → - ai · arxiv/cs.AI · 3 min
Multi-agent framework automates recommendation system tuning
AgenticRecTune uses specialized LLM agents to optimize configuration across pre-ranking, ranking, and re-ranking pipelines without manual tuning.
May 1, 2026 Read → - engineering · arxiv/cs.LG · 8 min
Multi-Agent Edge Systems Hit a Scaling Wall at 100+ Agents
A new framework addresses the Synergistic Collapse problem where performance degrades superlinearly as distributed agents grow, combining neural caching, action pruning, and hardware matching.
Apr 23, 2026 Read → - ai · arxiv/cs.AI · 4 min
TableNet: LLM-Driven Dataset for Table Structure Recognition
Researchers introduce an autonomous multi-agent system that generates synthetic tables at scale and uses active learning to train structure recognition models more efficiently.
Apr 17, 2026 Read → - ai · arxiv/cs.AI · 8 min
Formal framework for multi-agent AI system safety and coordination
Researchers propose unified semantic models and 30 temporal-logic properties to verify behavior, detect coordination failures, and prevent vulnerabilities in agentic AI systems.
Apr 17, 2026 Read →