An Efficient EKF Based Algorithm For LSTM-Based Online Learning. - Nuri Mert Vural; Suleyman Serdar Kozat (CoRR, 2019)

Minimax Optimal Algorithms for Adversarial Bandit Problem With Multiple Plays. - Nuri Mert Vural; Hakan Gökcesu; Kaan Gökcesu; Suleyman Serdar Kozat (IEEE Trans. Signal Process., 2019)

LSTM-Based Online Learning with Extended Kalman Filter Based Training Algorithm. - Fatih Ilhan; Nuri Mert Vural; Suleyman Serdar Kozat (SIU, 2020)

Online Shortest Path Learning via Convex Optimization. - Nuri Mert Vural; Burak Altas; Fatih Ilhan; Suleyman Serdar Kozat (SIU, 2020)

Shortest Path Learning in Non-Stationary Enviroments via Online Convex Optimization. - Nuri Mert Vural; Burak Altas; Fatih Ilhan; Suleyman Serdar Kozat (SIU, 2020)

Achieving Online Regression Performance of LSTMs with Simple RNNs. - Nuri Mert Vural; Fatih Ilhan; Selim Firat Yilmaz; Suleyman Serdar Kozat (CoRR, 2020)

An Efficient and Effective Second-Order Training Algorithm for LSTM-Based Adaptive Learning. - Nuri Mert Vural; Salih Ergüt; Suleyman Serdar Kozat (IEEE Trans. Signal Process., 2021)

Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance. - Nuri Mert Vural; Lu Yu; Krishnakumar Balasubramanian 002; Stanislav Volgushev; Murat A. Erdogdu (COLT, 2022)

Achieving Online Regression Performance of LSTMs With Simple RNNs. - Nuri Mert Vural; Fatih Ilhan; Selim Firat Yilmaz; Salih Ergüt; Suleyman Serdar Kozat (IEEE Trans. Neural Networks Learn. Syst., 2022)

Pruning is Optimal for Learning Sparse Features in High-Dimensions. - Nuri Mert Vural; Murat A. Erdogdu (COLT, 2024)