Takashi Maruyama

5 papers · 2022–2025 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (9)

Conferences

ICLR (2) NIPS (2) ICML (1)

Top co-authors

Jure Leskovec (3) Tailin Wu (3) Mathias Niepert (2) Francesco Alesiani (2) Federico Errica (2) Henrik Christiansen (2) Viktor Zaverkin (2) Qingqing Zhao (1) Tao Zhang (1) Gordon Wetzstein (1)

Keywords

machine learning (1) partial differential equation (1) scientific machine learning (1) interatomic potential (1) deep learning surrogate model (1) latent global evolution (1) navier-stokes flow (1) cartesian tensor (1) atomistic simulation (1) equivariant message passing (1) spherical tensor (1)

Papers

Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching ICML 2025

Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing NIPS 2024

Compositional Generative Inverse Design ICLR 2024

Learning Controllable Adaptive Simulation for Multi-resolution Physics ICLR 2023

Learning to Accelerate Partial Differential Equations via Latent Global Evolution NIPS 2022