{"total":51,"rows":[{"id":"2204.02937","title":"Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations","created":"2022-04-06","cited_by_count":381,"area":null},{"id":"2210.11466","title":"Surgical Fine-Tuning Improves Adaptation to Distribution Shifts","created":"2022-10-20","cited_by_count":205,"area":null},{"id":"2205.09739","title":"Diverse Weight Averaging for Out-of-Distribution Generalization","created":"2022-05-19","cited_by_count":148,"area":null},{"id":"2210.11369","title":"On Feature Learning in the Presence of Spurious Correlations","created":"2022-10-20","cited_by_count":145,"area":null},{"id":"2202.04414","title":"Agree to Disagree: Diversity through Disagreement for Better Transferability","created":"2022-02-09","cited_by_count":70,"area":null},{"id":"2306.11074","title":"Simple and Fast Group Robustness by Automatic Feature Reweighting","created":"2023-06-19","cited_by_count":68,"area":null},{"id":"2210.00055","title":"MaskTune: Mitigating Spurious Correlations by Forcing to Explore","created":"2022-09-30","cited_by_count":66,"area":null},{"id":"2309.08534","title":"Towards Last-layer Retraining for Group Robustness with Fewer Annotations","created":"2023-09-15","cited_by_count":54,"area":null},{"id":"2211.08422","title":"Mechanistic Mode Connectivity","created":"2022-11-15","cited_by_count":50,"area":null},{"id":"2209.00613","title":"ID and OOD Performance Are Sometimes Inversely Correlated on Real-world Datasets","created":"2022-09-01","cited_by_count":44,"area":null},{"id":"2207.02598","title":"Predicting is not Understanding: Recognizing and Addressing Underspecification in Machine Learning","created":"2022-07-06","cited_by_count":26,"area":null},{"id":"2302.00457","title":"Simplicity Bias in 1-Hidden Layer Neural Networks","created":"2023-02-01","cited_by_count":26,"area":null},{"id":"2309.16748","title":"Discovering environments with XRM","created":"2023-09-28","cited_by_count":26,"area":null},{"id":"2211.15231","title":"Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers","created":"2022-11-28","cited_by_count":17,"area":null},{"id":"2302.00704","title":"Pathologies of Predictive Diversity in Deep Ensembles","created":"2023-02-01","cited_by_count":16,"area":null},{"id":"2409.02628","title":"(Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models","created":"2024-09-04","cited_by_count":15,"area":null},{"id":"2302.02609","title":"Improving Domain Generalization with Domain Relations","created":"2023-02-06","cited_by_count":14,"area":null},{"id":"2410.06020","title":"QT-DoG: Quantization-aware Training for Domain Generalization","created":"2024-10-08","cited_by_count":13,"area":null},{"id":"2403.03375","title":"Complexity Matters: Dynamics of Feature Learning in the Presence of Spurious Correlations","created":"2024-03-05","cited_by_count":12,"area":null},{"id":"2411.07237","title":"Contextualized Evaluations: Judging Language Model Responses to Underspecified Queries","created":"2024-11-11","cited_by_count":12,"area":null},{"id":"2204.02426","title":"OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses","created":"2022-04-05","cited_by_count":11,"area":null},{"id":"2302.05441","title":"Project and Probe: Sample-Efficient Domain Adaptation by Interpolating Orthogonal Features","created":"2023-02-10","cited_by_count":10,"area":null},{"id":"2302.02931","title":"Bitrate-Constrained DRO: Beyond Worst Case Robustness To Unknown Group Shifts","created":"2023-02-06","cited_by_count":9,"area":null},{"id":"2402.03715","title":"Clarify: Improving Model Robustness With Natural Language Corrections","created":"2024-02-06","cited_by_count":8,"area":null},{"id":"2310.06161","title":"Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and Robustness","created":"2023-10-09","cited_by_count":7,"area":null},{"id":"2309.06717","title":"Bias Amplification Enhances Minority Group Performance","created":"2023-09-13","cited_by_count":6,"area":null},{"id":"2407.13957","title":"The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations","created":"2024-07-19","cited_by_count":6,"area":null},{"id":"2508.11185","title":"CHARM3R: Towards Unseen Camera Height Robust Monocular 3D Detector","created":"2025-08-15","cited_by_count":6,"area":null},{"id":"2305.16863","title":"Controlling Learned Effects to Reduce Spurious Correlations in Text Classifiers","created":"2023-05-26","cited_by_count":5,"area":null},{"id":"2306.11120","title":"Confidence-Based Model Selection: When to Take Shortcuts for Subpopulation Shifts","created":"2023-06-19","cited_by_count":5,"area":null},{"id":"2505.23027","title":"Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift","created":"2025-05-29","cited_by_count":5,"area":null},{"id":"2308.16274","title":"Learning Diverse Features in Vision Transformers for Improved Generalization","created":"2023-08-30","cited_by_count":4,"area":null},{"id":"2310.02230","title":"Leveraging Diffusion Disentangled Representations to Mitigate Shortcuts in Underspecified Visual Tasks","created":"2023-10-03","cited_by_count":4,"area":null},{"id":"2310.19261","title":"Diversify & Conquer: Outcome-directed Curriculum RL via Out-of-Distribution Disagreement","created":"2023-10-30","cited_by_count":4,"area":null},{"id":"2311.16176","title":"Mitigating Shortcut Learning with Diffusion Counterfactuals and Diverse Ensembles","created":"2023-11-23","cited_by_count":4,"area":null},{"id":"2310.14509","title":"Iteratively Learn Diverse Strategies with State Distance Information","created":"2023-10-23","cited_by_count":3,"area":null},{"id":"2401.10220","title":"AutoFT: Learning an Objective for Robust Fine-Tuning","created":"2024-01-18","cited_by_count":3,"area":null},{"id":"2407.12996","title":"Sharpness-diversity tradeoff: improving flat ensembles with SharpBalance","created":"2024-07-17","cited_by_count":3,"area":null},{"id":"2211.13331","title":"Using Focal Loss to Fight Shallow Heuristics: An Empirical Analysis of Modulated Cross-Entropy in Natural Language Inference","created":"2022-11-23","cited_by_count":2,"area":null},{"id":"2406.18562","title":"Views Can Be Deceiving: Improved SSL Through Feature Space Augmentation","created":"2024-05-28","cited_by_count":2,"area":null},{"id":"2410.02735","title":"OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable?","created":"2024-10-03","cited_by_count":2,"area":null},{"id":"2210.10636","title":"Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Recommendation Systems","created":"2022-10-07","cited_by_count":1,"area":null},{"id":"2309.16166","title":"CoinRun: Solving Goal Misgeneralisation","created":"2023-09-28","cited_by_count":1,"area":null},{"id":"2504.17314","title":"Class-Conditional Distribution Balancing for Group Robust Classification","created":"2025-04-24","cited_by_count":1,"area":null},{"id":"2505.24443","title":"Diversify and Conquer: Open-set Disagreement for Robust Semi-supervised Learning with Outliers","created":"2025-05-30","cited_by_count":1,"area":null},{"id":"2210.00131","title":"Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution","created":"2022-09-30","cited_by_count":0,"area":null},{"id":"2304.02798","title":"Source-free Domain Adaptation Requires Penalized Diversity","created":"2023-04-06","cited_by_count":0,"area":null},{"id":"2402.10595","title":"Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image Classification","created":"2024-02-16","cited_by_count":0,"area":null},{"id":"2506.19680","title":"Model Guidance via Robust Feature Attribution","created":"2025-06-24","cited_by_count":0,"area":null},{"id":"2605.20732","title":"Deep Attention Reweighting: Post-Hoc Attention-Based Feature Aggregation in CNNs for Disentangling Core and Spurious Features under Spurious Correlations","created":"2026-05-20","cited_by_count":0,"area":null},{"id":"2608.28948","title":"From the Loss Landscape to Diverse Feature Learning in Neural Networks","created":"2026-08-28","cited_by_count":0,"area":null}],"next_cursor":null}