Benjie Wang
14 papers · 2020–2025 · 9 conferences · across top CS/AI conferences
Achievements
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π Renaissance Researcher (6) π Cross-Pollinator (12) π Academic Marathon (5) π Conference Polyglot (9) π Interdisciplinary Bridge
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(24)
π§
Keyword Pioneer
π
Grand Slam
π§¬
Topic Evolution
β‘
Prolific Year
(5)
β
The Questioner
π₯
Unstoppable
(6)
ποΈ
Keyword Collector
(55)
π
Century Club
(14)
Conferences
ICML (3)
AISTATS (2)
EMNLP (2)
IJCAI (2)
AAAI (1)
ICLR (1)
JMLR (1)
NIPS (1)
UAI (1)
Top co-authors
Keywords
probabilistic circuit
(4)
causal inference
(2)
tractable inference
(2)
adversarial robustness
(1)
text classification
(1)
density estimation
(1)
probabilistic modeling
(1)
causal discovery
(1)
uncertainty quantification
(1)
marginal map
(1)
probability estimation
(1)
formal verification
(1)
posterior inference
(1)
marginal inference
(1)
marginal probability
(1)
probabilistic inference
(1)
bayesian network
(1)
state space model
(1)
autoregressive model
(1)
approximate inference
(1)
Papers
TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation
ICML 2025
On the Relationship Between Monotone and Squared Probabilistic Circuits
AAAI 2025
Restructuring Tractable Probabilistic Circuits
AISTATS 2025
PREMAP: A Unifying PREiMage APproximation Framework for Neural Networks
JMLR 2025
Scaling Probabilistic Circuits via Monarch Matrices
ICML 2025
Where is the signal in tokenization space?
EMNLP 2024
Neural structure learning with stochastic differential equations
ICLR 2024
A Compositional Atlas for Algebraic Circuits
NIPS 2024
Compositional Probabilistic and Causal Inference using Tractable Circuit Models
AISTATS 2023
Tractable Uncertainty for Structure Learning
ICML 2022
Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits
IJCAI 2022
Statistically robust neural network classification
UAI 2021
Provable Guarantees on the Robustness of Decision Rules to Causal Interventions
IJCAI 2021
Assessing Robustness of Text Classification through Maximal Safe Radius Computation
EMNLP 2020