Yuan Yin
10 papers · 2021–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (21) 💎 Century Club · Bronze
🔥
Unstoppable · Bronze
Top co-authors
Research topics
Machine Learning
(8)
Deep Learning
(5)
Application Areas
(5)
Core Methods
(4)
Optimization & Theory · Machine Learning
(4)
Models
(3)
Artificial Intelligence
(2)
Architectures
(2)
Computer Vision
(1)
Core AI
(1)
Domain-Specific
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Techniques
(1)
Keywords
dynamical system
(2)
partial differential equation
(2)
neural solver
(2)
few-shot learning
(2)
spatiotemporal forecasting
(2)
parametric pde
(2)
inverse problem
(1)
physics-informed neural network
(1)
neural ordinary differential equation
(1)
operator learning
(1)
physics-informed learning
(1)
low-rank adaptation
(1)
dynamics model
(1)
trajectory generation
(1)
differential equation
(1)
data-driven model
(1)
neural operator
(1)
neural field
(1)
neural pde solver
(1)
adaptive conditioning
(1)
Papers
Driving on Registers
CVPR 2026
Learning a Neural Solver for Parametric PDEs to Enhance Physics-Informed Methods
ICLR 2025
Med-LEGO: Editing and Adapting toward Generalist Medical Image Diagnosis
MICCAI 2025
Query-Level Alignment for End-to-End Lesion Detection with Human Gaze
MICCAI 2025
Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning
NeurIPS 2024
Continuous PDE Dynamics Forecasting with Implicit Neural Representations
ICLR 2023
Operator Learning with Neural Fields: Tackling PDEs on General Geometries
NeurIPS 2023
Generalizing to New Physical Systems via Context-Informed Dynamics Model
ICML 2022
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
ICLR 2021
LEADS: Learning Dynamical Systems that Generalize Across Environments
NeurIPS 2021