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Songyao Jin

4 papers · 2024–2024 · 2 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (2) 🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (15)

Conferences

ICLR (2) NIPS (2)

Top co-authors

Xinshuai Dong (4) Biwei Huang (4) Kun Zhang (4) Peter Spirtes (3) Roberto Legaspi (3) Ignavier Ng (2) Yuewen Sun (2) Boyang Sun (1) Zhengming Chen (1) Guangyi Chen (1)

Keywords

markov decision process (1) causal structure (1) parameter identifiability (1) graphical model (1) state transition (1) latent variable (1) linear causal model (1) latent factor (1) partially observed datum (1) likelihood-based estimation (1) individualized policy (1)

Papers

On the Parameter Identifiability of Partially Observed Linear Causal Models NIPS 2024 Identifying Latent State-Transition Processes for Individualized Reinforcement Learning NIPS 2024 A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables ICLR 2024 Structural Estimation of Partially Observed Linear Non-Gaussian Acyclic Model: A Practical Approach with Identifiability ICLR 2024