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robustness evaluation

144 papers

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large language model (31) adversarial attack (27) model robustness (20) adversarial robustness (18) adversarial example (9) benchmark evaluation (9) vision-language model (8) adversarial training (8) domain generalization (8) question answering (7)

Papers

Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026 Do Images Speak Louder than Words? Investigating the Effect of Textual Misinformation in VLMs EACL 2026 FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation EACL 2026 Probing the Safety Robustness of LLMs in Latent Space ACL 2026 RobustGait: Robustness Analysis for Appearance Based Gait Recognition WACV 2026 SABER: Spatially Consistent 3D Universal Adversarial Objects for BEV Detectors CVPR 2026 The Invisible Gorilla Effect in Out-of-distribution Detection CVPR 2026 The Perceptual Observatory Characterizing Robustness and Grounding in MLLMs WACV 2026 TTA-Bench: A Comprehensive Benchmark for Evaluating Text-to-Audio Models AAAI 2026 A Comprehensive Real-World Assessment of Audio Watermarking Algorithms: Will They Survive Neural Codecs? Interspeech 2025 ArithmAttack: Evaluating Robustness of LLMs to Noisy Context in Math Problem Solving ACL 2025 Assessing LLMs for Zero-shot Abstractive Summarization Through the Lens of Relevance Paraphrasing NAACL 2025 Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance WACV 2025 AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples AAAI 2025 Benchmarking and Improving LLM Robustness for Personalized Generation EMNLP 2025 Bridging the Gap Between Ideal and Real-world Evaluation: Benchmarking AI-Generated Image Detection in Challenging Scenarios ICCV 2025 Can Go AIs Be Adversarially Robust? AAAI 2025 Collapse of Dense Retrievers: Short, Early, and Literal Biases Outranking Factual Evidence ACL 2025 Don’t Score too Early! Evaluating Argument Mining Models on Incomplete Essays ACL 2025 DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models ICLR 2025 Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025 Evaluating Deep Speaker Embedding Robustness to Domain, Sampling Rate, and Codec Variations Interspeech 2025 Evaluating NL2SQL via SQL2NL EMNLP 2025 Evaluating Robustness of Large Audio Language Models to Audio Injection: An Empirical Study EMNLP 2025 Evaluating Robustness of LLMs to Numerical Variations in Mathematical Reasoning NAACL 2025