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Papers
DS-Compatible Log-Linear Reliability with KL-Prox EM: Monotone Ascent, Identifiability, and Generalization
ALT 2026
Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization
ICML 2021
Semi-Supervised Aggregation of Dependent Weak Supervision Sources With Performance Guarantees
AISTATS 2021
Gradient Descent for Sparse Rank-One Matrix Completion for Crowd-Sourced Aggregation of Sparsely Interacting Workers
JMLR 2020
Crowdsourcing via Pairwise Co-occurrences: Identifiability and Algorithms
NeurIPS 2019
Analysis of Minimax Error Rate for Crowdsourcing and Its Application to Worker Clustering Model
ICML 2018
Achieving budget-optimality with adaptive schemes in crowdsourcing
NeurIPS 2016
Optimality of Belief Propagation for Crowdsourced Classification
ICML 2016
Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing
NeurIPS 2014