Machine Learning
132,800 papers (10 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
5
22
43
74
52
76
308
315
348
358
533
570
711
1,481
1,361
1,651
2,440
3,865
5,968
9,301
11,133
13,312
14,452
17,500
20,351
21,167
5,403
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
Fair Federated Survival Analysis
AAAI 2025
FairGen: Controlling Sensitive Attributes for Fair Generations in Diffusion Models via Adaptive Latent Guidance
EMNLP 2025
FairGen: Enhancing Fairness in Text-to-Image Diffusion Models via Self-Discovering Latent Directions
ICCV 2025
fairGNN-WOD: Fair Graph Learning Without Complete Demographics
IJCAI 2025
FairGP: A Scalable and Fair Graph Transformer Using Graph Partitioning
AAAI 2025
Fair Graph U-Net: A Fair Graph Learning Framework Integrating Group and Individual Awareness
AAAI 2025
FairICP: Encouraging Equalized Odds via Inverse Conditional Permutation
ICML 2025
Fair Incomplete Multi-View Clustering via Distribution Alignment
IJCAI 2025
FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes
ACL 2025
FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs
ICLR 2025
Fairness-Accuracy Trade-Offs: A Causal Perspective
AAAI 2025
Fairness-Aware Interactive Target Variable Definition
IJCAI 2025
Fairness Beyond Performance: Revealing Reliability Disparities Across Groups in Legal NLP
ACL 2025
Fairness in Automatic Speech Recognition Isn’t a One-Size-Fits-All
EMNLP 2025
Fairness Issues and Mitigations in (Differentially Private) Socio-Demographic Data Processes
AAAI 2025
Fairness on Principal Stratum: A New Perspective on Counterfactual Fairness
ICML 2025
Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective
ICML 2025
Fairness Shields: Safeguarding against Biased Decision Makers
AAAI 2025
Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs
ACL 2025
Fair or Framed? Political Bias in News Articles Generated by LLMs
EMNLP 2025
FairPFN: A Tabular Foundation Model for Causal Fairness
ICML 2025
Fair Play in the Newsroom: Actor-Based Filtering Gender Discrimination in Text Corpora
AACL 2025
Fair Resource Allocation in Weakly Coupled Markov Decision Processes
AISTATS 2025
FairSMOE: Mitigating Multi-Attribute Fairness Problem with Sparse Mixture-of-Experts
IJCAI 2025
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering
ACL 2025