Mengyi Chen
3 papers · 2024–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(17)
Venues
Top co-authors
Research topics
Machine Learning
(3)
Artificial Intelligence
(2)
Natural Language Processing
(2)
Application Areas
(2)
Core AI
(2)
Core Methods
(2)
Resources & Methods
(2)
Deep Learning
(1)
Mathematics & Optimization
(1)
Architectures
(1)
Generation
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Models
(1)
Optimization
(1)
Keywords
stochastic gradient
(1)
representation learning
(1)
neural tangent kernel
(1)
domain adaptation
(1)
sparse learning
(1)
sparse estimation
(1)
sparse regression
(1)
sparse optimization
(1)
dynamical system
(1)
partial differential equation
(1)
language model
(1)
macroscopic dynamics
(1)
microscopic observation
(1)
model reduction
(1)
molecular dynamics
(1)
long-tail distribution
(1)
long-tail domain knowledge
(1)
domain-specific pretraining
(1)
cluster-guided sparse expert
(1)
expert activation
(1)
Papers
Oracle-MoE: Locality-preserving Routing in the Oracle Space for Memory-constrained Large Language Model Inference
ICML 2025
Learning Macroscopic Dynamics from Partial Microscopic Observations
NeurIPS 2024
Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge
NeurIPS 2024