Vignesh Ram Somnath
6 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Core Methods
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Mathematics & Optimization
(2)
Optimization & Theory
(2)
Interdisciplinary
(1)
Architectures
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Core AI
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Keywords
graph neural network
(2)
variational inference
(1)
bayesian inference
(1)
causal discovery
(1)
gradient-based optimization
(1)
flow matching
(1)
protein representation
(1)
gaussian process
(1)
stochastic process
(1)
diffusion model
(1)
molecular graph
(1)
graph machine learning
(1)
data alignment
(1)
protein structure
(1)
molecular property prediction
(1)
multi-scale representation
(1)
graph kernel
(1)
schrodinger bridge
(1)
unbalanced transport
(1)
intervention target
(1)
Papers
Composing Unbalanced Flows for Flexible Docking and Relaxation
ICLR 2025
Aligned Diffusion Schrödinger Bridges
UAI 2023
BaCaDI: Bayesian Causal Discovery with Unknown Interventions
AISTATS 2023
Isotropic Gaussian Processes on Finite Spaces of Graphs
AISTATS 2023
Learning Graph Models for Retrosynthesis Prediction
NeurIPS 2021
Multi-Scale Representation Learning on Proteins
NeurIPS 2021