Wojciech Kotłowski
11 papers · 2011–2021 · 3 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (23)
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Keyword Pioneer
📈
Trend Setter
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Century Club · Bronze
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Unstoppable · Bronze
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Conference Pioneer
Top co-authors
Research topics
Keywords
online learning
(5)
regret bound
(5)
exponential weight
(2)
gradient descent
(2)
kl divergence
(1)
isotonic regression
(1)
statistical learning theory
(1)
exponential family
(1)
uncertainty quantification
(1)
bandit feedback
(1)
mirror descent
(1)
log loss
(1)
matrix prediction
(1)
surrogate loss
(1)
follow perturbed leader
(1)
sequential prediction
(1)
expert advice
(1)
regret
(1)
maximum likelihood
(1)
density estimation
(1)
Papers
A case where a spindly two-layer linear network decisively outperforms any neural network with a fully connected input layer
ALT 2021
Open Problem: Fast and Optimal Online Portfolio Selection
COLT 2020
Bandit Principal Component Analysis
COLT 2019
The Many Faces of Exponential Weights in Online Learning
COLT 2018
Consistency Analysis for Binary Classification Revisited
ICML 2017
Scale-Invariant Unconstrained Online Learning
ALT 2017
Online Isotonic Regression
COLT 2016
Follow the Leader with Dropout Perturbations
COLT 2014
Bounds on Individual Risk for Log-loss Predictors
COLT 2011
Maximum Likelihood vs. Sequential Normalized Maximum Likelihood in On-line Density Estimation
COLT 2011
Minimax Algorithm for Learning Rotations
COLT 2011