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Lianchen Jia

3 accepted papers

2026

Decoupling Defense Strategies for Robust Image Watermarking

CVPR 2026

Deep learning-based image watermarking, while robust against conventional distortions, remains vulnerable to advanced adversarial and regeneration attacks. Conventional countermeasures, which jointly optimize the encoder and decoder via a noise layer, face 2 inevitable challenges:(1) decrease of cle

Cited by 0SourceScholar
2026

HiVid: LLM-Guided Video Saliency For Content-Aware VOD And Live Streaming

ICLR 2026poster

Content-aware streaming requires dynamic, chunk-level importance weights to optimize subjective quality of experience (QoE). However, direct human annotation is prohibitively expensive while vision-saliency models generalize poorly. We introduce HiVid, the first framework to leverage Large Language…

Cited by 0SourceScholar
2025

Crucible: Quantifying the Potential of Control Algorithms through LLM Agents

NeurIPS 2025poster

Control algorithms in production environments typically require domain experts to tune their parameters and logic for specific scenarios. However, existing research predominantly focuses on algorithmic performance under ideal or default configurations, overlooking the critical aspect of Tuning Poten…

Cited by 0SourcecodeScholar