Munich, Germany

Yuchen Ma

Advanced
@yccm

PhD student at LMU Munich

yccm.github.io/

CausalFM. PyTorch Implementation on Paper [ICLR2026]: Foundation Models for Causal Inference via Prior-Data Fitted Networks

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CausalFM-toolkit. Toolkit for foundation models in causal inference

34

DiffPO. PyTorch Implementation on Paper [NeurIPS 2024] DiffPO: A causal diffusion model for predicting potential outcomes of treatments

14

SkillGen. SkillGen: Verified Inference-Time Agent Skill Synthesis

11

EGA. PyTorch Implementation on Paper [BMVC2022] Distilling Knowledge from Self-Supervised Teacher by Embedding Graph Alignment

10

LLM-PPOpt. PyTorch Implementation on Paper [KDD2026] Synthetic Interaction Data for Scalable Personalization in Large Language Models

8

LLM-TCA. PyTorch Implementation on Paper [NeurIPS 2025] LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding

4

DIME. PyTorch Implementation on Paper [KDD2025] A Diffusion-Based Method for Learning the Multi-Outcome Distribution of Medical Treatments

1

consistent-estimation-gcfn. PyTorch Implementation on Paper [CLeaR 2026] Consistent End-to-End Estimation for Counterfactual Fairness

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