Ali Siahkoohi
6 papers · 2022–2026 · 6 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Taxonomy Completionist
(15)
Top co-authors
Research topics
Machine Learning
(5)
Artificial Intelligence
(4)
Deep Learning
(4)
Bayesian & Probabilistic · Artificial Intelligence
(3)
Models
(3)
Optimization & Theory
(3)
Core Methods
(2)
Application Areas
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core AI
(1)
Learning Types · Deep Learning
(1)
Learning Types · Machine Learning
(1)
Techniques
(1)
Keywords
bayesian inference
(3)
inverse problem
(2)
normalizing flow
(2)
posterior sampling
(1)
monte carlo estimation
(1)
variance reduction
(1)
generative model
(1)
physics-informed learning
(1)
synthetic data
(1)
score-based diffusion model
(1)
control variate
(1)
data quality
(1)
score-based diffusion
(1)
model degradation
(1)
interpretable representation
(1)
convolutional encoder
(1)
pre-trained transformer
(1)
limited data
(1)
speech coding
(1)
speech compression
(1)
Papers
Conditional neural control variates for variance reduction in Bayesian inverse problems
UAI 2026
Self-Consuming Generative Models Go MAD
ICLR 2024
Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification
MIDL 2023
Conditional score-based diffusion models for Bayesian inference in infinite dimensions
NeurIPS 2023
Unearthing InSights into Mars: Unsupervised Source Separation with Limited Data
ICML 2023
Ultra-Low-Bitrate Speech Coding with Pretrained Transformers
Interspeech 2022