Robustness

SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection NeurIPS 2024 Soft-Label Integration for Robust Toxicity Classification NeurIPS 2024 Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization AAAI 2024 Taming Heavy-Tailed Losses in Adversarial Bandits and the Best-of-Both-Worlds Setting NeurIPS 2024 Taxonomy Driven Fast Adversarial Training AAAI 2024 The Best Defense is Attack: Repairing Semantics in Textual Adversarial Examples EMNLP 2024 Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning NeurIPS 2024 The Price of Implicit Bias in Adversarially Robust Generalization NeurIPS 2024 Time-Constrained Robust MDPs NeurIPS 2024 Toward More Generalized Malicious URL Detection Models AAAI 2024 Towards Large Certified Radius in Randomized Smoothing Using Quasiconcave Optimization AAAI 2024 Towards Minimax Optimality of Model-based Robust Reinforcement Learning UAI 2024 Towards Multiple References Era – Addressing Data Leakage and Limited Reference Diversity in Machine Translation Evaluation ACL 2024 Towards Robust Offline Reinforcement Learning under Diverse Data Corruption ICLR 2024 Towards the Robustness of Differentially Private Federated Learning AAAI 2024 Towards training digitally-tied analog blocks via hybrid gradient computation NeurIPS 2024 Towards Trustworthy Deep Learning AAAI 2024 ToxiCloakCN: Evaluating Robustness of Offensive Language Detection in Chinese with Cloaking Perturbations EMNLP 2024 UMA: Facilitating Backdoor Scanning via Unlearning-Based Model Ablation AAAI 2024 URGENT Challenge: Universality, Robustness, and Generalizability For Speech Enhancement Interspeech 2024 VeriCompress: A Tool to Streamline the Synthesis of Verified Robust Compressed Neural Networks from Scratch AAAI 2024 AAAI New Faculty Highlights: General and Scalable Optimization for Robust AI AAAI 2023 Adversarial Text Generation by Search and Learning EMNLP 2023 Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks AAAI 2023 A Large-Scale Robustness Analysis of Video Action Recognition Models CVPR 2023