Honghua Zhang
11 papers · 2020–2025 · 7 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (21) π Conference Polyglot Β· Silver π€ Dynamic Duo (10)
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Research topics
Artificial Intelligence
(11)
Bayesian & Probabilistic Β· Artificial Intelligence
(8)
Machine Learning
(7)
Deep Learning
(4)
Natural Language Processing
(4)
Core Methods
(4)
Models
(4)
Bayesian & Probabilistic Β· Machine Learning
(3)
Core AI
(3)
Generation
(3)
Computer Science
(2)
Mathematics & Optimization
(2)
Foundations
(2)
Learning Types
(2)
Application Areas
(1)
Keywords
probabilistic circuit
(6)
tractable probabilistic model
(3)
density estimation
(2)
determinantal point process
(2)
hidden markov model
(2)
tractable inference
(2)
graphical model
(2)
generating function
(2)
knowledge distillation
(1)
probability estimation
(1)
constrained generation
(1)
exact inference
(1)
marginal inference
(1)
computational complexity
(1)
language modeling
(1)
logical reasoning
(1)
model compilation
(1)
autoregressive generation
(1)
probabilistic model
(1)
marginal probability
(1)
Papers
Restructuring Tractable Probabilistic Circuits
AISTATS 2025
Scaling Probabilistic Circuits via Monarch Matrices
ICML 2025
Adaptable Logical Control for Large Language Models
NeurIPS 2024
Polynomial Semantics of Tractable Probabilistic Circuits
UAI 2024
Where is the signal in tokenization space?
EMNLP 2024
Mixtures of All Trees
AISTATS 2023
On the Paradox of Learning to Reason from Data
IJCAI 2023
Scaling Up Probabilistic Circuits by Latent Variable Distillation
ICLR 2023
Tractable Control for Autoregressive Language Generation
ICML 2023
Probabilistic Generating Circuits
ICML 2021
On the Relationship Between Probabilistic Circuits and Determinantal Point Processes
UAI 2020