$ADVR adversarial

Latest papers

1. SafeDriveVLA: Navigation-Conditioned World Model Dreaming for Conflict-Aware End-to-End Autonomous Driving cs.RO · 14 Oct · 1 hit

   …the first benchmark suite that evaluates navigation following and conflict awareness together, along with adversarial robustness. Existing VLAs fall short on both: SimLingo completes no language-instructed lane…

2. Prioritizing Microservice Requests via Retries cs.NI · 14 Oct · 1 hit

   …rates, and yields formal guarantees that DiffTry substantially reduces the impact of both incidental and adversarial orchestrated overloads. We validate these predictions in simulation and on a live Kubernetes…

3. Phantomware: a Data Augmentation Framework for the Detection of Emerging Malware Campaigns cs.CR · 14 Oct · 2 hits

   …a broader range of potential threats. Existing approaches that generate functional malware variants through adversarial manipulation suffer from several important limitations. Generated samples must remain executable…

4. MUSEBENCH: A Benchmark for AI-Generated Music Detection and Artifact Analysis cs.SD · 14 Oct · 1 hit

   …and commercial models, such as Suno and Udio, as well as human-AI co-creations and variants processed with adversarial perturbations, compression, and acoustic post-processing. Using MUSEBENCH, we benchmark 11…

5. A Valid Watermark Is Not a Valid Identity: Spatial-Spectral Adversarial Face Evasion with Watermark Preservation cs.CV · 14 Oct · 2 hits

   …watermarking setting, without access to the watermarking components. The proposed PGD-L_2 attack guides adversarial perturbations with spatial and spectral preservation terms to reduce face-recognition similarity…

6. Adversarial Reinforcement Learning for Robust Planetary Landing cs.LG · 14 Oct · 4 hits

   …and temporal correlation and cannot be reproduced through independent random draws. This work investigates adversarial reinforcement learning to discover challenging off-nominal conditions. A secondary agent…

7. P2Patch: Exploit-Guided Vulnerability Repair cs.CR · 14 Oct · 3 hits

   …while remaining vulnerable to the same vulnerability with some variation. We present P2Patch, a generative adversarial repair system that treats each patch as a new attack target. Starting from a normalized…

8. ACR-Net: Mitigating Semantic Dominance via Contrastive Acoustic-Semantic Decoupling cs.SD · 14 Oct · 2 hits

   …"Semantic Dominance", a severe text bias during cross-modal conflicts. We introduce the ASPIRE benchmark of adversarial audio-text pairs across four conflict types, alongside two metrics: Semantic Overconfidence…