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Robustness

529 directly classified papers

Papers per year

Papers

BiasWipe: Mitigating Unintended Bias in Text Classifiers through Model Interpretability EMNLP 2024
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models EMNLP 2024
Context-aware Watermark with Semantic Balanced Green-red Lists for Large Language Models EMNLP 2024
Resilience of Large Language Models for Noisy Instructions EMNLP 2024
Benchmarking Segmentation Models with Mask-Preserved Attribute Editing CVPR 2024
“Flex Tape Can’t Fix That”: Bias and Misinformation in Edited Language Models EMNLP 2024
Distantly-Supervised Joint Extraction with Noise-Robust Learning ACL 2024
Robust Image Denoising through Adversarial Frequency Mixup CVPR 2024
Assessing “Implicit” Retrieval Robustness of Large Language Models EMNLP 2024
Agnostic Multi-Robust Learning using ERM AISTATS 2024
Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024
CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models ACL 2024
Investigating the Role of Instruction Variety and Task Difficulty in Robotic Manipulation Tasks EMNLP 2024
MarkLLM: An Open-Source Toolkit for LLM Watermarking EMNLP 2024
Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models EMNLP 2024
A Novel Metric for Measuring the Robustness of Large Language Models in Non-adversarial Scenarios EMNLP 2024
Revisiting Query Variation Robustness of Transformer Models EMNLP 2024
Language Models are Surprisingly Fragile to Drug Names in Biomedical Benchmarks EMNLP 2024
Robust group and simultaneous inferences for high-dimensional single index model NIPS 2024
Prior Knowledge-Guided Adversarial Training ACL 2024
1-Lipschitz Layers Compared: Memory Speed and Certifiable Robustness CVPR 2024
Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024
Discover and Mitigate Multiple Biased Subgroups in Image Classifiers CVPR 2024
Robustness of Named-Entity Replacements for In-Context Learning EMNLP 2023
Adversarial Text Generation by Search and Learning EMNLP 2023