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cs.SE2026
Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents
Yuyao Ge, Shenghua Liu, Peizhong Gao +8
Agents driven by large language models are increasingly deployed on long-horizon tasks, where they use tools and modify real workspaces. How well they perform depends as much on th…
math.OC2026
Optimal Convex Optimization with Inexact Second-Order Oracles
Lesi Chen, Chengchang Liu, Luo Luo +2
In this paper, we present a novel second-order method called Accelerated Inexact Newton Extragradient (AINE) for convex optimization using -inexact Hessians. We show that AINE c…