Krzysztof Dembczynski
12 papers · 2013–2025 · 7 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (14) π§ Keyword Pioneer π Academic Marathon (12) π Conference Polyglot (7) π Interdisciplinary Bridge
π
Academic Marathon
(12)
π§
Keyword Pioneer
π
Keyword Champion
(3)
π₯
Unstoppable
(6)
π
Trend Setter
π
Century Club
(12)
π
Conference Pioneer
Conferences
ICML (4)
AISTATS (2)
NIPS (2)
ACML (1)
ICLR (1)
JMLR (1)
UAI (1)
Top co-authors
Keywords
multi-label classification
(4)
f-measure optimization
(3)
hierarchical classification
(2)
regret bound
(2)
online learning
(2)
extreme multi-label classification
(2)
binary classification
(2)
surrogate loss
(1)
f-measure maximization
(1)
label tree
(1)
support vector machine
(1)
loss function
(1)
imbalanced learning
(1)
no-regret algorithm
(1)
knapsack problem
(1)
extreme classification
(1)
bayes-optimal classifier
(1)
set-valued prediction
(1)
precision and recall
(1)
threshold optimization
(1)
Papers
Optimal downsampling for Imbalanced Classification with Generalized Linear Models
AISTATS 2025
A General Online Algorithm for Optimizing Complex Performance Metrics
ICML 2024
Consistent algorithms for multi-label classification with macro-at-$k$ metrics
ICLR 2024
Set-valued prediction in hierarchical classification with constrained representation complexity
UAI 2022
Online probabilistic label trees
AISTATS 2021
A no-regret generalization of hierarchical softmax to extreme multi-label classification
NIPS 2018
Consistency Analysis for Binary Classification Revisited
ICML 2017
Extreme F-measure Maximization using Sparse Probability Estimates
ICML 2016
Online F-Measure Optimization
NIPS 2015
Surrogate regret bounds for generalized classification performance metrics
ACML 2015
On the Bayes-Optimality of F-Measure Maximizers
JMLR 2014
Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization
ICML 2013