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Machine Learning
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Fairness
3337 directly classified papers
Papers per year
2011: 1
2013: 3
2014: 2
2016: 6
2017: 30
2018: 65
2019: 182
2020: 239
2021: 373
2022: 456
2023: 533
2024: 648
2025: 644
2026: 155
Papers
Trustworthy AI Meets Educational Assessment: Challenges and Opportunities
AAAI 2025
Calibrated Inference: Statistical Inference that Accounts for Both Sampling Uncertainty and Distributional Uncertainty
JMLR 2025
Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation
ICCV 2025
Equal Merit Does Not Imply Equality: Discrimination at Equilibrium in a Hiring Market with Symmetric Agents
AAAI 2025
EvalAssist: LLM-as-a-Judge Simplified
AAAI 2025
PRISM: Reducing Spurious Implicit Biases in Vision-Language Models with LLM-Guided Embedding Projection
ICCV 2025
Re-Evaluating Group Robustness via Adaptive Class-Specific Scaling
WACV 2025
Alleviating Dual Biases in Recommendation (Student Abstract)
AAAI 2025
Will the Prince Get True Love’s Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts
NAACL 2025
FairTP: A Prolonged Fairness Framework for Traffic Prediction
AAAI 2025
Local Causal Discovery for Structural Evidence of Direct Discrimination
AAAI 2025
Political Bias Prediction Models Focus on Source Cues, Not Semantics
AAAI 2025
Causal Explanation of Quality of Parent-Child Interactions with Multimodal Behavioral Features (Student Abstract)
AAAI 2025
Robust Logit Adjustment for Learning with Long-Tailed Noisy Data
AAAI 2025
Data Attribution: A Data-Centric Approach for Trustworthy AI Development
AAAI 2025
Why AI Is WEIRD and Shouldn't Be This Way: Towards AI for Everyone, with Everyone, by Everyone
AAAI 2025
Learning About Algorithm Auditing in Five Steps: Scaffolding How High School Youth Can Systematically and Critically Evaluate Machine Learning Applications
AAAI 2025
FAP-CD: Fairness-Driven Age-Friendly Community Planning via Conditional Diffusion Generation
AAAI 2025
Gender Encoding Patterns in Pretrained Language Model Representations
NAACL 2025
Fair Graph U-Net: A Fair Graph Learning Framework Integrating Group and Individual Awareness
AAAI 2025
Fair Text-to-Image Diffusion via Fair Mapping
AAAI 2025
The Mainstays of Trustworthy Machine Learning
AAAI 2025
Hydrangea@DravidianLanTech2025: Abusive language Identification from Tamil and Malayalam Text using Transformer Models
NAACL 2025
Looking in the Mirror: A Faithful Counterfactual Explanation Method for Interpreting Deep Image Classification Models
ICCV 2025
RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting
AAAI 2025
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