conftrace_

dataset bia

149 papers

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Co-occurring keywords

spurious correlation (279) text classification (6793) domain generalization (1522) bias mitigation (500) natural language understanding (846) question answering (2963) benchmark evaluation (1556) out-of-distribution generalization (408) visual question answering (1017) model robustness (480)

Papers

Blind Spots and Biases: Exploring the Role of Annotator Cognitive Biases in NLP NAACL 2024
Causal-Guided Active Learning for Debiasing Large Language Models ACL 2024
Understanding Bias in Large-Scale Visual Datasets NIPS 2024
Quality-Diversity Generative Sampling for Learning with Synthetic Data AAAI 2024
Bias-Conflict Sample Synthesis and Adversarial Removal Debias Strategy for Temporal Sentence Grounding in Video AAAI 2024
Measuring and Improving Attentiveness to Partial Inputs with Counterfactuals EMNLP 2024
A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective NIPS 2024
FairFlow: Mitigating Dataset Biases through Undecided Learning for Natural Language Understanding EMNLP 2024
Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question Answering NIPS 2024
Spurious Features Everywhere - Large-Scale Detection of Harmful Spurious Features in ImageNet ICCV 2023
Fair Generative Models via Transfer Learning AAAI 2023
Data Feedback Loops: Model-driven Amplification of Dataset Biases ICML 2023
Fighting Bias With Bias: Promoting Model Robustness by Amplifying Dataset Biases ACL 2023
A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others CVPR 2023
Debias NLU Datasets via Training-free Perturbations EMNLP 2023
Gender Artifacts in Visual Datasets ICCV 2023
Statistically Profiling Biases in Natural Language Reasoning Datasets and Models EMNLP 2023
Revisiting the Importance of Amplifying Bias for Debiasing AAAI 2023
Bugs in the Data: How ImageNet Misrepresents Biodiversity AAAI 2023
A Training-Free Debiasing Framework with Counterfactual Reasoning for Conversational Emotion Detection EMNLP 2023
Construction Artifacts in Metaphor Identification Datasets EMNLP 2023
Dataset Bias Mitigation in Multiple-Choice Visual Question Answering and Beyond EMNLP 2023
Don’t Blame the Annotator: Bias Already Starts in the Annotation Instructions EACL 2023
Learning Debiased Representations via Conditional Attribute Interpolation CVPR 2023
Towards Building More Robust NER datasets: An Empirical Study on NER Dataset Bias from a Dataset Difficulty View EMNLP 2023