model robustness

478 papers

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Co-occurring keywords

adversarial attack (1599) adversarial training (1261) adversarial robustness (1335) text classification (6776) adversarial example (563) data augmentation (3037) large language model (12755) adversarial learning (1592) natural language processing (2027) domain generalization (1517)

Papers

Are Language Models Agnostic to Linguistically Grounded Perturbations? A Case Study of Indic Languages NAACL 2025

Does Training on Synthetic Data Make Models Less Robust? NAACL 2025

The Impact of Dialect Variation on Robust Automatic Speech Recognition for Catalan NAACL 2025

Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models NAACL 2025

Will the Prince Get True Love’s Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts NAACL 2025

Optimized Gradient Clipping for Noisy Label Learning AAAI 2025

E-Bench: Towards Evaluating the Ease-of-Use of Large Language Models COLING 2025

RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025

Benchmarking Multimodal Large Language Models Against Image Corruptions ICCV 2025

FastJSMA: Accelerating Jacobian-based Saliency Map Attacks through Gradient Decoupling ICCV 2025

RP-PGD: Boosting Segmentation Robustness with a Region-and-Prototype Based Adversarial Attack AAAI 2025

SDD: Self-Degraded Defense against Malicious Fine-tuning ACL 2025

MM-R3: On (In-)Consistency of Vision-Language Models (VLMs) ACL 2025

Rating AI Models for Robustness Through a Causal Lens IJCAI 2025

Large Learning Rates Simultaneously Achieve Robustness to Spurious Correlations and Compressibility ICCV 2025

When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models EMNLP 2025

ERAS: Evaluating the Robustness of Chinese NLP Models to Morphological Garden Path Errors NAACL 2025

Gradient Short-Circuit: Efficient Out-of-Distribution Detection via Feature Intervention ICCV 2025

Generalization of Graph Neural Networks Is Robust to Model Mismatch AAAI 2025

Enhancing Multimodal Model Robustness Under Missing Modalities via Memory-Driven Prompt Learning IJCAI 2025

YNU-HPCC at SemEval-2025 Task 6: Using BERT Model with R-drop for Promise Verification SEMEVAL 2025

Human-in-the-Loop Generation of Adversarial Texts: A Case Study on Tibetan Script IJCNLP 2025

Adversarial Learning Under Hybrid Perturbations for Robust Acute Lymphoblastic Leukemia Classification AAAI 2025

Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning EMNLP 2025

Are LLM-Judges Robust to Expressions of Uncertainty? Investigating the effect of Epistemic Markers on LLM-based Evaluation NAACL 2025