Publications

Md Fahim Sikder (2025). Representative Synthetic Data for Fair Decision Making. Linköping University Electronic Press, 2025.
DOI PDF Source Document
Md Fahim Sikder, Resmi Ramachandranpillai, Daniel De Leng, Fredrik Heintz (2025). Promoting Intersectional Fairness through Knowledge Distillation. ECAI 2025.
DOI Code PDF Poster Slides
Md Fahim Sikder, Resmi Ramachandranpillai, Fredrik Heintz (2025). TransFusion: Generating Long, High-Fidelity Time Series using Diffusion Models with Transformers. MLWA.
DOI Code PDF Poster
Md Fahim Sikder, Daniel De Leng, Fredrik Heintz (2025). FairRep: Mitigating Intersectional Bias through Fair Representation Learning. Under Review.
Md Fahim Sikder, Daniel De Leng, Fredrik Heintz (2024). Fair4Free: Generating High-fidelity Fair Synthetic Samples using Data Free Distillation. Work in Progress.
PDF
Md Fahim Sikder, Resmi Ramachandranpillai, Daniel De Leng, Fredrik Heintz (2024). FairX: A comprehensive benchmarking tool for model analysis using fairness, utility, and eXplainability. AEQUITAS, co-located with ECAI 2024.
Code PDF Slides
Md Fahim Sikder, Resmi Ramachandranpillai, Daniel De Leng, Fredrik Heintz (2024). Generating Synthetic Fair Syntax-agnostic Data by Learning and Distilling Fair Representation. Work in Progress.
PDF
Resmi Ramachandranpillai, Md Fahim Sikder, David Bergström, Fredrik Heintz (2024). Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks. JAIR.
DOI Dataset PDF
Md Fahim Sikder, Resmi Ramachandranpillai, Daniel De Leng, Fredrik Heintz (2024). Generative Models for Time-Series and Fair Data Generation. SSBA/SSDL 2024 as extended abstract.
Poster
Md Fahim Sikder, Md Ferdous, Shraboni Afroz, Uzzal Podder, Kaniz Fatema, Mohammad Nahid Hossain, Md Tahmid Hasan, Mrinal Kanti Baowaly (2023). Explainable Bengali Multiclass News Classification. ICCIT 2023.
DOI Code Dataset PDF