Risk Management

QuantAttack: Exploiting Quantization Techniques to Attack Vision Transformers WACV 2025 Queries, Representation & Detection: The Next 100 Model Fingerprinting Schemes AAAI 2025 RaCMC: Residual-Aware Compensation Network with Multi-Granularity Constraints for Fake News Detection AAAI 2025 RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization ICLR 2025 Rare event modeling with self-regularized normalizing flows: what can we learn from a single failure? ICLR 2025 Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation CVPR 2025 RealHarm: A Collection of Real-World Language Model Application Failures ACL 2025 Risk-averse Total-reward MDPs with ERM and EVaR AAAI 2025 Risk-Aware Task Migration for Multiplex Unmanned Swarm Networks in Adversarial Environments IJCAI 2025 Risk Controlled Image Retrieval AAAI 2025 Risk-Sensitive Diffusion: Robustly Optimizing Diffusion Models with Noisy Samples ICLR 2025 RoBGuard: Enhancing LLMs to Assess Risk of Bias in Clinical Trial Documents COLING 2025 Robust Conformal Prediction with a Single Binary Certificate ICLR 2025 Runtime Protocol Refinement Checking for Distributed Protocol Implementations NSDI 2025 SafeDiffuser: Safe Planning with Diffusion Probabilistic Models ICLR 2025 Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models ICLR 2025 Scalable Dual Fingerprinting for Hierarchical Attribution of Text-to-Image Models ICCV 2025 SecDecoding: Steerable Decoding for Safer LLM Generation EMNLP 2025 Shield Synthesis for LTL Modulo Theories AAAI 2025 SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction EMNLP 2025 Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 SPoRt - Safe Policy Ratio: Certified Training and Deployment of Task Policies in Model-Free RL IJCAI 2025 ST-TAR: An Efficient Spatio-Temporal Learning Framework for Traffic Accident Risk Forecasting IJCAI 2025 Tagged Span Annotation for Detecting Translation Errors in Reasoning LLMs EMNLP 2025 Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025