Bert Huang
20 papers · 2010–2022 · 8 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Renaissance Researcher (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (15) π£ Hot Topic Early Bird
πΊοΈ
Taxonomy Completionist
(15)
π§
Keyword Pioneer
π£
Hot Topic Early Bird
ποΈ
Keyword Collector
(89)
π
Conference Pioneer
π
Trend Setter
π
Century Club
(20)
π₯
Unstoppable
(5)
β‘
Prolific Year
(5)
Conferences
AISTATS (5)
AAAI (3)
ICML (3)
JMLR (3)
NIPS (3)
ACL (1)
IJCNLP (1)
UAI (1)
Top co-authors
Keywords
structured prediction
(7)
markov random field
(4)
graphical model
(3)
generalization bound
(3)
probabilistic graphical model
(3)
primal-dual subgradient
(2)
hinge-loss markov random field
(2)
collective stability
(2)
weak supervision
(2)
latent variable model
(2)
normalizing flow
(2)
labeling function
(2)
belief propagation
(2)
adversarial label learning
(2)
map inference
(2)
weakly supervised learning
(2)
collaborative filtering
(2)
message passing
(2)
learning theory
(2)
graph matching
(1)
Papers
Firebolt: Weak Supervision Under Weaker Assumptions
AISTATS 2022
Constrained labeling for weakly supervised learning
UAI 2021
A General Framework for Adversarial Label Learning
JMLR 2021
Structured Output Learning with Conditional Generative Flows
AAAI 2020
Woodbury Transformations for Deep Generative Flows
NIPS 2020
Adversarial Label Learning
AAAI 2019
Block Belief Propagation for Parameter Learning in Markov Random Fields
AAAI 2019
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic
JMLR 2017
Beyond Parity: Fairness Objectives for Collaborative Filtering
NIPS 2017
Stability and Generalization in Structured Prediction
JMLR 2016
Unifying Local Consistency and MAX SAT Relaxations for Scalable Inference with Rounding Guarantees
AISTATS 2015
Joint Models of Disagreement and Stance in Online Debate
ACL 2015
Paired-Dual Learning for Fast Training of Latent Variable Hinge-Loss MRFs
ICML 2015
The Benefits of Learning with Strongly Convex Approximate Inference
ICML 2015
Joint Models of Disagreement and Stance in Online Debate
IJCNLP 2015
PAC-Bayesian Collective Stability
AISTATS 2014
Collective Stability in Structured Prediction: Generalization from One Example
ICML 2013
Learning a Distance Metric from a Network
NIPS 2011
Fast $b$-matching via Sufficient Selection Belief Propagation
AISTATS 2011
Collaborative Filtering via Rating Concentration
AISTATS 2010