Peter D. Grünwald
5 papers · 2011–2020 · 3 conferences · across top CS/AI conferences
Achievements
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🗺️ Taxonomy Completionist (11) 🌉 Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15) 🧭 Keyword Pioneer
🌍
Conference Polyglot
(3)
🏃
Academic Marathon
(9)
📈
Trend Setter
🚀
Conference Pioneer
Conferences
JMLR (3)
ALT (1)
COLT (1)
Top co-authors
Research topics
Keywords
empirical risk minimization
(2)
online learning
(2)
excess risk bound
(2)
statistical learning
(2)
bayesian inference
(1)
statistical learning theory
(1)
density estimation
(1)
kl divergence
(1)
hedge algorithm
(1)
rademacher complexity
(1)
hedging algorithm
(1)
log loss
(1)
sequential prediction
(1)
stochastic mixability
(1)
regret bound
(1)
convergence rate
(1)
heavy-tailed distribution
(1)
loss function
(1)
bayesian prediction
(1)
bernstein condition
(1)
Papers
Fast Rates for General Unbounded Loss Functions: From ERM to Generalized Bayes
JMLR 2020
A tight excess risk bound via a unified PAC-Bayesian–Rademacher–Shtarkov–MDL complexity
ALT 2019
Fast Rates in Statistical and Online Learning
JMLR 2015
Follow the Leader If You Can, Hedge If You Must
JMLR 2014
Bounds on Individual Risk for Log-loss Predictors
COLT 2011