Nicklas Werge

14 papers A 2Journal 12
YearRankTypeTitle / Venue / Authors
2025 A conf
Deep Exploration with PAC-Bayes.
ECAI
Bahareh Tasdighi, Manuel Haussmann, Nicklas Werge, Yi-Shan Wu, Melih Kandemir
2025 J jnl
Directional Ensemble Aggregation for Actor-Critics.
CoRR
Nicklas Werge, Yi-Shan Wu, Bahareh Tasdighi, Melih Kandemir
2025 A conf
Improving Actor-Critic Training with Steerable Action-Value Approximation Errors.
ECAI
Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir
2025 J jnl
ObjectRL: An Object-Oriented Reinforcement Learning Codebase.
CoRR
Gulcin Baykal, Abdullah Akgül, Manuel Haussmann, Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir
2025 J jnl
On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations.
J. Mach. Learn. Res.
Antoine Godichon-Baggioni, Nicklas Werge
2024 J jnl
Exploring Pessimism and Optimism Dynamics in Deep Reinforcement Learning.
CoRR
Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir
2024 J jnl
Probabilistic Actor-Critic: Learning to Explore with PAC-Bayes Uncertainty.
CoRR
Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir
2023 J jnl
BOF-UCB: A Bayesian-Optimistic Frequentist Algorithm for Non-Stationary Contextual Bandits.
CoRR
Nicklas Werge, Abdullah Akgül, Melih Kandemir
2023 J jnl
Demystifying the Myths and Legends of Nonconvex Convergence of SGD.
CoRR
Aritra Dutta, El Houcine Bergou, Soumia Boucherouite, Nicklas Werge, Melih Kandemir, Xin Li
2023 J jnl
Learning from time-dependent streaming data with online stochastic algorithms.
Trans. Mach. Learn. Res.
Antoine Godichon-Baggioni, Nicklas Werge, Olivier Wintenberger
2022 J jnl
Learning from time-dependent streaming data with online stochastic algorithms.
CoRR
Antoine Godichon-Baggioni, Nicklas Werge, Olivier Wintenberger
2021 J jnl
Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Streaming Data.
CoRR
Antoine Godichon-Baggioni, Nicklas Werge, Olivier Wintenberger
2021 J jnl
Predicting Risk-adjusted Returns using an Asset Independent Regime-switching Model.
CoRR
Nicklas Werge
2021 J jnl
Predicting risk-adjusted returns using an asset independent regime-switching model.
Expert Syst. Appl.
Nicklas Werge