Nicklas Werge

According to our database, Nicklas Werge authored at least 12 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

2025

Directional Ensemble Aggregation for Actor-Critics.

Nicklas Werge, Yi-Shan Wu, Bahareh Tasdighi, Melih Kandemir

CoRR, July, 2025

ObjectRL: An Object-Oriented Reinforcement Learning Codebase.

Gulcin Baykal, Abdullah Akgül, Manuel Haussmann, Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir

CoRR, July, 2025

On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations.

Antoine Godichon-Baggioni, Nicklas Werge

J. Mach. Learn. Res., 2025

Improving Actor-Critic Training with Steerable Action-Value Approximation Errors.

Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir

Proceedings of the ECAI 2025 - 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy, 2025

Deep Exploration with PAC-Bayes.

Bahareh Tasdighi, Manuel Haussmann, Nicklas Werge, Yi-Shan Wu, Melih Kandemir

Proceedings of the ECAI 2025 - 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy, 2025

2024

Exploring Pessimism and Optimism Dynamics in Deep Reinforcement Learning.

Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir

CoRR, 2024

Probabilistic Actor-Critic: Learning to Explore with PAC-Bayes Uncertainty.

Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir

CoRR, 2024

2023

Learning from time-dependent streaming data with online stochastic algorithms.

Antoine Godichon-Baggioni, Nicklas Werge, Olivier Wintenberger

Trans. Mach. Learn. Res., 2023

Demystifying the Myths and Legends of Nonconvex Convergence of SGD.

Aritra Dutta, El Houcine Bergou, Soumia Boucherouite, Nicklas Werge, Melih Kandemir, Xin Li

CoRR, 2023

BOF-UCB: A Bayesian-Optimistic Frequentist Algorithm for Non-Stationary Contextual Bandits.

Nicklas Werge, Abdullah Akgül, Melih Kandemir

CoRR, 2023

2021

Predicting risk-adjusted returns using an asset independent regime-switching model.

Nicklas Werge

Expert Syst. Appl., 2021

Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Streaming Data.

Antoine Godichon-Baggioni, Nicklas Werge, Olivier Wintenberger

CoRR, 2021