3 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…
cs.AI2026
Why Agents Compromise Safety Under Pressure
Hengle Jiang, Ke Tang
Large Language Model agents deployed in complex environments frequently encounter a conflict between maximizing goal achievement and adhering to safety constraints. This paper iden…