Makoto Takamoto
6 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🐝 Cross-Pollinator (10) 🗺️ Taxonomy Completionist (14)
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Hot Topic Early Bird
Conferences
ICML (2)
NIPS (2)
ACL (1)
ICLR (1)
Top co-authors
Keywords
partial differential equation
(2)
scientific machine learning
(2)
channel attention
(1)
open information extraction
(1)
machine learning
(1)
physics-informed neural network
(1)
benchmark dataset
(1)
surrogate model
(1)
evaluation metric
(1)
neural operator
(1)
neural pde solver
(1)
multilingual system
(1)
pde parameter
(1)
interatomic potential
(1)
neural network
(1)
iterative extraction
(1)
modular extraction
(1)
cartesian tensor
(1)
modular system
(1)
parameter generalization
(1)
Papers
Active Learning for Neural PDE Solvers
ICLR 2025
Physics-Informed Weakly Supervised Learning For Interatomic Potentials
ICML 2025
Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing
NIPS 2024
Learning Neural PDE Solvers with Parameter-Guided Channel Attention
ICML 2023
PDEBench: An Extensive Benchmark for Scientific Machine Learning
NIPS 2022
MILIE: Modular & Iterative Multilingual Open Information Extraction
ACL 2022