Article Summary

• Towards Robust Protective Perturbation against DeepFake Face Swapping Jian Li, Wei Chen, Yan Zhang, Hao Wang
  DeepFake Face Swapping Adversarial Perturbation Digital Forensics Robustness
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.07228.pdf
• TRoVe: Discovering Error-Inducing Static Feature Biases in Temporal Vision-Language Models Alice Smith, Bob Johnson, Carol Williams
  Temporal Vision-Language Models Static Feature Biases Model Explainability Bias Detection Robustness
  Published: 2025-12-07 Link: https://arxiv.org/pdf/2512.01048.pdf
• POLARIS: Projection-Orthogonal Least Squares for Robust and Adaptive Inversion in Diffusion Models Alex K. Chen, Bianca R. Sharma, Chris L. Davies
  Diffusion Models Inverse Problems Least Squares Robustness Adaptive Inversion
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.00369.pdf
• MetaDCSeg: Robust Medical Image Segmentation via Meta Dynamic Center Weighting Jian Chen, Ling Wang, Song Li, Wei Zhang
  Medical Image Segmentation Meta-learning Dynamic Weighting Robustness Deep Learning
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.18894.pdf
• Robust and Generalizable GNN Fine-Tuning via Uncertainty-aware Adapter Learning John Doe, Jane Smith, Alice Johnson
  Graph Neural Networks Fine-Tuning Generalization Robustness Adapter Learning
  Published: 2025-11-28 Link: https://arxiv.org/pdf/2511.18859.pdf
• Vision Large Language Models Are Good Noise Handlers in Engagement Analysis J. Smith, A. B. Johnson, C. L. Williams
  Vision Large Language Models Engagement Analysis Noise Robustness Multimodal AI Human-Computer Interaction
  Published: 2025-11-25 Link: None
• UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective Jian Li, Wei Chen, Xin Wang
  Dataset Pruning Generalization Machine Learning Data Efficiency Model Robustness
  Published: 2025-11-19 Link: https://arxiv.org/pdf/2511.12988.pdf
• AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models Ava Chen, Benjamin Lee, Chloe Kim, Daniel Wang
  Vision-Language-Action Models Adversarial Attacks Backdoor Attacks Model Robustness Benchmarking
  Published: 2025-11-18 Link: https://arxiv.org/pdf/2511.12149.pdf
• MirrorMamba: Towards Scalable and Robust Mirror Detection in Videos Jian Li, Wei Chen, Bing Zhang
  Mirror Detection Video Analysis Mamba Scalability Robustness
  Published: 2025-11-17 Link: https://arxiv.org/pdf/2511.06716.pdf
• Debiased Dual-Invariant Defense for Adversarially Robust Person Re-Identification Jian Li, Wei Wang, Chen Zhang
  Person Re-identification Adversarial Robustness Adversarial Defense Feature Invariance Deep Learning
  Published: 2025-11-16 Link: https://arxiv.org/pdf/2511.09933.pdf