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Kejing Xia

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Preprint Sep 2026

Made to Measure: Designing Image Watermarks to Specification

Image watermarking supports provenance and attribution by embedding verifiable identity information into images. Practical deployments, however, must jointly satisfy requirements for attack resistance, false-positive rate (FPR), image quality, and latency. Existing watermarking methods are robust to different classes o...

Mingzhe Li, Yue-Feng Peng, Kejing Xia 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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