2 papers
cs.AI2026
Agentic Pressure: The Endogenous Entropy of Reliable Autonomy
Hengle Jiang, Ziying Luo, Ke Tang
Achieving reliable autonomy in the wild requires agents to sustain continuous operations across long-horizon trajectories. However, as agents navigate these unconstrained settings,…
cs.AI2026
MOAE: Multi-Objective Agent Evolution with Pareto-Preserving Search
Hengle Jiang, Qijun Cai, Ziying Luo +1
As LLM-based agents continue to advance, their evaluation has become increasingly multifaceted: a capable agent must not only achieve high task completion accuracy but also perform…