Semih Cayci

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 30

Top Topics

Markov Decision Process

Natural Actor Critic

Recurrent Neural Networks

Top Venues

IEEE/ACM Trans. Netw.

Publications

Semih Cayci, Atilla Eryilmaz
Convergence of Gradient Descent for Recurrent Neural Networks: A Nonasymptotic Analysis. CoRR (2024)
Semih Cayci, Niao He, R. Srikant
Convergence of Entropy-Regularized Natural Policy Gradient with Linear Function Approximation. SIAM J. Optim. 34 (3) (2024)
Johannes Müller, Semih Cayci
Essentially Sharp Estimates on the Entropy Regularization Error in Discrete Discounted Markov Decision Processes. CoRR (2024)
Semih Cayci, Atilla Eryilmaz
Recurrent Natural Policy Gradient for POMDPs. CoRR (2024)
Johannes Müller, Semih Cayci, Guido Montúfar
Fisher-Rao Gradient Flows of Linear Programs and State-Action Natural Policy Gradients. CoRR (2024)
Semih Cayci, Niao He, R. Srikant
Finite-Time Analysis of Entropy-Regularized Neural Natural Actor-Critic Algorithm. Trans. Mach. Learn. Res. 2024 (2024)
Batuhan Yardim, Semih Cayci, Matthieu Geist, Niao He
Policy Mirror Ascent for Efficient and Independent Learning in Mean Field Games. ICML (2023)
Semih Cayci, Atilla Eryilmaz
Provably Robust Temporal Difference Learning for Heavy-Tailed Rewards. CoRR (2023)
Semih Cayci, Siddhartha Satpathi, Niao He, R. Srikant
Sample Complexity and Overparameterization Bounds for Temporal-Difference Learning With Neural Network Approximation. IEEE Trans. Autom. Control. 68 (5) (2023)
Semih Cayci, Atilla Eryilmaz
Provably Robust Temporal Difference Learning for Heavy-Tailed Rewards. NeurIPS (2023)
Batuhan Yardim, Semih Cayci, Matthieu Geist, Niao He
Policy Mirror Ascent for Efficient and Independent Learning in Mean Field Games. CoRR (2022)
Semih Cayci, Niao He, R. Srikant
Learning to Control Partially Observed Systems with Finite Memory. CoRR (2022)
Semih Cayci, Yilin Zheng, Atilla Eryilmaz
A Lyapunov-Based Methodology for Constrained Optimization with Bandit Feedback. AAAI (2022)
Semih Cayci, Niao He, R. Srikant
Finite-Time Analysis of Entropy-Regularized Neural Natural Actor-Critic Algorithm. CoRR (2022)
Semih Cayci, Siddhartha Satpathi, Niao He, R. Srikant
Sample Complexity and Overparameterization Bounds for Projection-Free Neural TD Learning. CoRR (2021)
Semih Cayci, Yilin Zheng, Atilla Eryilmaz
A Lyapunov-Based Methodology for Constrained Optimization with Bandit Feedback. CoRR (2021)
Semih Cayci, Niao He, R. Srikant
Linear Convergence of Entropy-Regularized Natural Policy Gradient with Linear Function Approximation. CoRR (2021)
Semih Cayci, Swati Gupta, Atilla Eryilmaz
Group-Fair Online Allocation in Continuous Time. CoRR (2020)
Semih Cayci, Atilla Eryilmaz, R. Srikant
Budget-Constrained Bandits over General Cost and Reward Distributions. AISTATS (2020)
Semih Cayci, Atilla Eryilmaz, R. Srikant
Continuous-Time Multi-Armed Bandits with Controlled Restarts. CoRR (2020)
Semih Cayci, Swati Gupta, Atilla Eryilmaz
Group-Fair Online Allocation in Continuous Time. NeurIPS (2020)
Semih Cayci, Atilla Eryilmaz, R. Srikant
Budget-Constrained Bandits over General Cost and Reward Distributions. CoRR (2020)
Semih Cayci, Atilla Eryilmaz
Optimal Learning for Dynamic Coding in Deadline-Constrained Multi-Channel Networks. IEEE/ACM Trans. Netw. 27 (3) (2019)
Toshiaki Koike-Akino, Ye Wang, Semih Cayci, David S. Millar, Keisuke Kojima, Kieran Parsons
Hardware-Efficient Quantized Polar Decoding with Optimized Lookup Table. OECC/PSC (2019)
Semih Cayci, Toshiaki Koike-Akino, Ye Wang
Nonbinary Polar Coding for Multilevel Modulation. OFC (2019)
Semih Cayci, Atilla Eryilmaz, Rayadurgam Srikant
Learning to Control Renewal Processes with Bandit Feedback. SIGMETRICS (Abstracts) (2019)
Semih Cayci, Atilla Eryilmaz, R. Srikant
Learning to Control Renewal Processes with Bandit Feedback. Proc. ACM Meas. Anal. Comput. Syst. 3 (2) (2019)
Semih Cayci, Atilla Eryilmaz
Optimal Learning for Dynamic Coding in Deadline-Constrained Multi-Channel Networks. CoRR (2018)
Semih Cayci, Atilla Eryilmaz
Learning for serving deadline-constrained traffic in multi-channel wireless networks. WiOpt (2017)
Semih Cayci, Atilla Eryilmaz
On the Multi-Channel Capacity Gains of Millimeter-Wave Communication. GLOBECOM (2016)
Semih Cayci, Orhan Arikan
Lossless polar compression of g-ary sources. ISIT (2013)
Semih Cayci, Orhan Arikan, Erdal Arikan
Polar code construction for non-binary source alphabets. SIU (2012)