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lower bound

173 papers

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LB

Co-occurring keywords

sample complexity (1169) convex optimization (1321) learning theory (519) differential privacy (1016) statistical query (50) multi-armed bandit (1098) regret bound (1926) computational complexity (399) query complexity (183) oracle complexity (65)

Papers

Statistical-Query Lower Bounds via Functional Gradients NIPS 2020
HS-CAI: A Hybrid DCOP Algorithm via Combining Search with Context-Based Inference AAAI 2020
Superpolynomial Lower Bounds for Learning One-Layer Neural Networks using Gradient Descent ICML 2020
Optimal Robustness-Consistency Trade-offs for Learning-Augmented Online Algorithms NIPS 2020
Near-Optimal SQ Lower Bounds for Agnostically Learning Halfspaces and ReLUs under Gaussian Marginals NIPS 2020
How Good is SGD with Random Shuffling? COLT 2020
Bidirectional Heuristic Search: Expanding Nodes by a Lower Bound IJCAI 2020
Lower Bounds for Parallel and Randomized Convex Optimization JMLR 2020
Formal Limitations on the Measurement of Mutual Information AISTATS 2020
The Gradient Complexity of Linear Regression COLT 2020
Clause Learning and New Bounds for Graph Coloring IJCAI 2019
Recurrent models and lower bounds for projective syntactic decoding NAACL 2019
Complexity of Highly Parallel Non-Smooth Convex Optimization NIPS 2019
Margin-Based Generalization Lower Bounds for Boosted Classifiers NIPS 2019
Tight Kernel Query Complexity of Kernel Ridge Regression and Kernel $k$-means Clustering ICML 2019
On Sample Complexity Upper and Lower Bounds for Exact Ranking from Noisy Comparisons NIPS 2019
Order Optimal One-Shot Distributed Learning NIPS 2019
Lower Bounds for Smooth Nonconvex Finite-Sum Optimization ICML 2019
CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks AAAI 2019
Lower Bounds for Parallel and Randomized Convex Optimization COLT 2019
Locally Private Learning without Interaction Requires Separation NIPS 2019
Tight Dimension Independent Lower Bound on the Expected Convergence Rate for Diminishing Step Sizes in SGD NIPS 2019
Locally Private Gaussian Estimation NIPS 2019
Private Center Points and Learning of Halfspaces COLT 2019
Lower Bounds for Locally Private Estimation via Communication Complexity COLT 2019