Charlie B. Tan
PhD Student
About
Charlie works on amortized sampling and normalizing flows for scalable equilibrium inference in physics and chemistry domains. He has contributed to transfer learning and robust samplers for energy-based models.
Specialization
Amortized Sampling Normalizing Flows Equilibrium Inference
Co-supervisors
Michael Bronstein
Publications
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Autoregressive Boltzmann Generators
Danyal Rehman, Charlie B. Tan, Yoshua Bengio, Joey Bose, Alexander Tong
In ICML 2026 (Spotlight)
July 2026
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Amortized Sampling with Transferable Normalizing Flows
Charlie B. Tan*, Majdi Hassan*, Leon Klein, Saifuddin Syed, Dominique Beaini, Michael M. Bronstein, Alexander Tong†, Kirill Neklyudov†
In NeurIPS 2025
December 2025
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Scalable Equilibrium Sampling with Sequential Boltzmann Generators
Charlie B. Tan*, Avishek Joey Bose*, Chen Lin, Leon Klein, Michael M. Bronstein, Alexander Tong
In ICML 2025
July 2025