Tagged articles

co-evolution

2 articles · Page 1 of 1
Data Party THU
Data Party THU
Oct 11, 2026 · Artificial Intelligence

Evolutionary Computation for Trustworthy AI: From Attack-Defense Search to Self-Evolving Systems

This review examines how evolutionary computation supports trustworthy AI across three research lines: evolutionary attacks to find failures, evolutionary defenses to search protective measures, and trustworthy self-evolution to govern which changes persist long-term, highlighting the shift from static robustness to continuous governance of memory, skills, and safeguards.

AI safety benchmarksadversarial attacksco-evolution
0 likes · 31 min read
Evolutionary Computation for Trustworthy AI: From Attack-Defense Search to Self-Evolving Systems
PaperAgent
PaperAgent
May 4, 2026 · Artificial Intelligence

A Comprehensive Survey of Self-Evolving Agents: From Model-Centric to Environment-Driven Co-Evolution

This survey systematically reviews self‑evolving agents, explains why autonomous agents are needed, proposes a unified taxonomy of three evolution paradigms, analyzes model‑centric, environment‑centric, and co‑evolution approaches, and outlines future challenges in designing adaptive environments.

AI Agent TaxonomyEnvironment-Centric EvolutionLLM Agents
0 likes · 14 min read
A Comprehensive Survey of Self-Evolving Agents: From Model-Centric to Environment-Driven Co-Evolution