2026
thesis
Representative Synthetic Data for Fair Decision Making
Md Fahim Sikder
Linköping University
Md Fahim Sikder
Postdoctoral Researcher
Linköping University
Researcher [email protected]
Researcher specializing in algorithmic fairness, and synthetic data.
Publications
2026
conference
StreamFair: Online Fair Adaptation Under Temporal Intersectional Drift
Md Fahim Sikder, Ericka Johnson, Fredrik Heintz
AI Transparency Conference (AITC) 2026
2026
conference
FairCert: Certifiable Error Rate Fairness for ML and LLM Decision Systems
Md Fahim Sikder
Fifth European Conference on Algorithmic Fairness (ECAF)
2025
conference
Promoting Intersectional Fairness Through Knowledge Distillation
Md Fahim Sikder, Resmi Ramachandranpillai, Daniel de Leng, Fredrik Heintz
28th European Conference on Artificial Intelligence (ECAI) 2025
2025
journal
TransFusion: Generating Long, High Fidelity Time Series using Diffusion Models with Transformers
Md Fahim Sikder, Resmi Ramachandranpillai, Fredrik Heintz
Machine Learning with Applications (MLWA)
2024
journal
Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks
Resmi Ramachandranpillai, Md Fahim Sikder, David Bergström, Fredrik Heintz
Journal of Artificial Intelligence Research (JAIR)
2024
preprint
Fair4Free: Generating High-fidelity Fair Synthetic Samples using Data Free Distillation
Md Fahim Sikder, Daniel de Leng, Fredrik Heintz
arXiv
2024
preprint
Generating Synthetic Fair Syntax-agnostic Data by Learning and Distilling Fair Representation
Md Fahim Sikder, Resmi Ramachandranpillai, Daniel de Leng, Fredrik Heintz
arXiv
2023
conference
Fair Latent Deep Generative Models (FLDGMs) for Syntax-Agnostic and Fair Synthetic Data Generation
Resmi Ramachandranpillai, Md Fahim Sikder, Fredrik Heintz
26th European Conference on Artificial Intelligence (ECAI) 2023