Xinmei Tian

1 indexed paper

Recent (6 mo)

With code

Influential cites

Benchmarked

Publications per year

Top categories

Software Eng.×1ML×1

Frequent co-authors

Jun Nie1×

Yonggang Zhang1×

Jun Song1×

Qianshu Cai1×

Dahai Yu1×

Yike Guo1×

Research Timeline

2026

TTHE: Test-Time Harness Evolution

This paper introduces Test-Time Harness Evolution (TTHE), a method for optimizing LLM agent harnesses during evaluation using execution traces, without requiring gold labels or training.

Highlighted terms show continued research focus across papers

Papers

cs.SEcs.LGEmpiricalRecentJul 9, 2026

TTHE: Test-Time Harness Evolution

Jun Nie, Yonggang Zhang, Jun Song, Qianshu Cai +4 more

This paper introduces Test-Time Harness Evolution (TTHE), a method for optimizing LLM agent harnesses during evaluation using execution traces, without requiring gold labels or training.

View →