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Zijian Jin

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#artificial intelligence Preprint Sep 2026

LIBERO-MAX: Do Robot Policies Adapt When the World Changes?

Robots must often continue a task after a target moves, the viewpoint shifts, or an obstacle appears, even though their earlier observations and committed actions reflect the previous scene. Many simulation robustness benchmarks fix external conditions at reset, leaving this temporal challenge underexamined. We introdu...

Yun-Bei Zhang, Zi-Jian Jin, Yuan-Zhe Liu et al. · 0 citations
Preprint Jul 2026

ChainSWE: Benchmarking Coding Agents on Multi-Bug Software Maintenance

ChainSWE is introduced, the first benchmark for evaluating agents on sequential, dependent bug fixes within a shared codebase, and reveals a consistent performance drop by up to 70% as the chain length increases.

Qirui Jin, Lingching Tung, Kenan Li et al. · 1 citation · ⚡1

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