Saravanan Kandasamy
7 papers · 2018–2024 · 5 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (13) π Conference Polyglot Β· Silver
π§¬
Topic Evolution
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Trend Setter
π₯
Unstoppable Β· Bronze
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Conference Pioneer
Top co-authors
Research topics
Keywords
sample complexity
(2)
interventional distribution
(2)
causal effect
(2)
causal inference
(2)
causal structure learning
(1)
distribution learning
(1)
bayesian network
(1)
graphical model
(1)
diffusion model
(1)
stochastic differential equation
(1)
langevin monte carlo
(1)
causal graph
(1)
counterfactual inference
(1)
identity testing
(1)
observational distribution
(1)
property testing
(1)
product distribution
(1)
closeness testing
(1)
model testing
(1)
hellinger distance
(1)
Papers
The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models
NeurIPS 2024
Sample Complexity of Distinguishing Cause from Effect
AISTATS 2023
Efficient interventional distribution learning in the PAC framework
AISTATS 2022
Testing Product Distributions: A Closer Look
ALT 2021
Learning and Sampling of Atomic Interventions from Observations
ICML 2020
Minimum Intervention Cover of a Causal Graph
AAAI 2019
Learning and Testing Causal Models with Interventions
NeurIPS 2018