Nicklas Werge

According to our database, Nicklas Werge authored at least 7 papers between 2021 and 2024.

Collaborative distances:

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

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