Makoto Takamoto
6 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(18)
🐣
Hot Topic Early Bird
🏆
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Machine Learning
(5)
Artificial Intelligence
(4)
Core AI
(4)
Deep Learning
(3)
Optimization & Theory
(3)
Application Areas
(2)
Architectures
(2)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Natural Language Processing
(1)
Applications
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Resources & Methods
(1)
Keywords
partial differential equation
(3)
neural pde solver
(2)
interatomic potential
(2)
surrogate model
(2)
scientific machine learning
(2)
machine learning
(1)
uncertainty sampling
(1)
physics-informed neural network
(1)
benchmark dataset
(1)
evaluation metric
(1)
neural operator
(1)
taylor expansion
(1)
weakly supervised
(1)
multilingual system
(1)
pde parameter
(1)
neural network
(1)
iterative extraction
(1)
modular extraction
(1)
cartesian tensor
(1)
ab initio
(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
NeurIPS 2024
Learning Neural PDE Solvers with Parameter-Guided Channel Attention
ICML 2023
MILIE: Modular & Iterative Multilingual Open Information Extraction
ACL 2022
PDEBench: An Extensive Benchmark for Scientific Machine Learning
NeurIPS 2022