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Papers (including subtopics)

Theoretical Linear Convergence of Unfolded ISTA and Its Practical Weights and Thresholds NeurIPS 2018 The Physical Systems Behind Optimization Algorithms NeurIPS 2018 The Price of Fair PCA: One Extra dimension NeurIPS 2018 The Price of Usability: Designing Operationalizable Strategies for Security Games IJCAI 2018 The Promise and Perils of Myopia in Dynamic Pricing With Censored Information IJCAI 2018 The Vertex Sample Complexity of Free Energy is Polynomial COLT 2018 The Weighted Kendall and High-order Kernels for Permutations ICML 2018 The Well-Tempered Lasso ICML 2018 Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima NeurIPS 2018 Thompson Sampling for Combinatorial Semi-Bandits ICML 2018 Three steps is all you need: fast, accurate, automatic scaling decisions for distributed streaming dataflows OSDI 2018 Thwarting Adversarial Examples: An L_0-Robust Sparse Fourier Transform NeurIPS 2018 Time-regularized Linear Prediction for Noise-robust Extraction of the Spectral Envelope of Speech Interspeech 2018 Time-Space Tradeoffs for Learning Finite Functions from Random Evaluations, with Applications to Polynomials COLT 2018 Topkapi: Parallel and Fast Sketches for Finding Top-K Frequent Elements NeurIPS 2018 TopRank: A practical algorithm for online stochastic ranking NeurIPS 2018 Toward Designing Convergent Deep Operator Splitting Methods for Task-specific Nonconvex Optimization IJCAI 2018 Towards Improving the Expressivity and Scalability of Distributed Constraint Optimization Problems IJCAI 2018 Towards More Efficient Stochastic Decentralized Learning: Faster Convergence and Sparse Communication ICML 2018 Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NeurIPS 2018 Tractable (Simple) Contests IJCAI 2018 Traffic Light Scheduling, Value of Time, and Incentives IJCAI 2018 TRAINING GENERATIVE ADVERSARIAL NETWORKS VIA PRIMAL-DUAL SUBGRADIENT METHODS: A LAGRANGIAN PERSPECTIVE ON GAN ICLR 2018 Trembling-Hand Perfection in Extensive-Form Games with Commitment IJCAI 2018 TwoWingOS: A Two-Wing Optimization Strategy for Evidential Claim Verification EMNLP 2018