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Linear Convergence of Entropy-Regularized Natural Policy Gradient with Linear Function Approximation
Semih Cayci, Niao He, R. Srikant arXiv:2106.04096 [paper] Sample Complexity and Overparameterization Bounds for Temporal Difference Learning with Neural Network Approximation Semih Cayci, Siddhartha Satpathi, Niao He, R. Srikant Short version appeared at ICML Workshop on Overparameterization: Pitfalls & Opportunities 2021, arXiv:2103.01391 [paper] A Lyapunov-Based Methodology for Constrained Optimization with Bandit Feedback Semih Cayci, Yilin Zheng and Atilla Eryilmaz Accepted to the Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 2022, arXiv:2106.05165 [paper] Group-Fair Online Allocation in Continuous Time Semih Cayci, Swati Gupta, Atilla Eryilmaz Advances in Neural Information Processing Systems 33, NeurIPS 2020 [paper] Budget-Constrained Bandits over General Cost and Reward Distributions Semih Cayci, Atilla Eryilmaz, R. Srikant Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR 108:4388-4398, 2020. [paper][supp][slides] Continuous-Time Multi-Armed Bandits with Controlled Restarts Semih Cayci, Atilla Eryilmaz, R. Srikant Submitted to Journal of Machine Learning Research (JMLR), June 2020 [paper] Learning to Control Renewal Processes with Bandit Feedback Semih Cayci, Atilla Eryilmaz, R. Srikant Proc. of the ACM on Measurement and Analysis of Computing Systems vol. 3-2, p. 43, 2019 [paper] Learning to Control Renewal Processes with Bandit Feedback ACM SIGMETRICS 2019 [ext abstract][slides][poster] Optimal Learning for Dynamic Coding in Deadline-Constrained Multi-Channel Networks Semih Cayci, Atilla Eryilmaz IEEE/ACM Transactions on Networking, vol. 27, no. 3, pp. 1043-1054, June 2019 [paper] Learning for Serving Deadline-Constrained Traffic in Multi-Channel Wireless Networks Semih Cayci, Atilla Eryilmaz 15th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt 2017) [paper] Polar Code Construction for Non-Binary Source Alphabets Semih Cayci, Orhan Arikan, Erdal Arikan 20th IEEE Signal Processing and Communications Applications Conference (SIU 2012) [paper][supp] Lossless Polar Compression of q-ary Sources Semih Cayci, Orhan Arikan 2013 IEEE International Symposium on Information Theory (ISIT 2013) [paper][slides] Attentive Mobile Robot Visual Maps via Bubble Memory Semih Cayci, Ozgur Erkent, H. Isil Bozma Perception 38, ECVP Abstract Supplement, 2009 On the Multi-Channel Capacity Gains of Millimeter-Wave Communication Semih Cayci, Atilla Eryilmaz 2016 IEEE Global Communications Conference (GLOBECOM 2016) [paper] Nonbinary Polar Coding for Multilevel Modulation Semih Cayci, Toshiaki Koike-Akino, Ye Wang Optical Fiber Communication Conference, 2019 (OFCC 2019) |
