← Authors

Bert Huang

20 papers · 2010–2022 · 8 conferences · across top CS/AI conferences

Achievements

πŸŒ‰ Interdisciplinary Bridge 🌍 Conference Polyglot (8) πŸƒ Academic Marathon (12) 🌈 Renaissance Researcher (5) 🐝 Cross-Pollinator (12) πŸ—ΊοΈ Taxonomy Completionist (15) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird πŸ—ƒοΈ Keyword Collector (89) πŸš€ Conference Pioneer πŸ“ˆ Trend Setter πŸ’Ž Century Club (20) πŸ”₯ Unstoppable (5) ⚑ Prolific Year (5)

Conferences

AISTATS (5) AAAI (3) ICML (3) JMLR (3) NIPS (3) ACL (1) IJCNLP (1) UAI (1)

Top co-authors

Lise Getoor (9) Ben London (4) Chidubem Arachie (3) You Lu (3) Tony Jebara (3) Marilyn Walker (2) Stephen Bach (2) Dhanya Sridhar (2) Ben Taskar (2) James Foulds (2)

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