conftrace_

convex function

24 papers

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Co-occurring keywords

convergence rate (607) stochastic optimization (1060) regret bound (1926) convex optimization (1321) online learning (1777) input convex neural network (7) iterate averaging (14) gradient descent (1144) bregman divergence (81) stochastic gradient descent (1091)

Papers

Omnipredictors for regression and the approximate rank of convex functions COLT 2024
Difference of submodular minimization via DC programming ICML 2023
Stochastic Optimization under Distributional Drift JMLR 2023
First-Order Convex Fitting and Its Application to Economics and Optimization AAAI 2022
When is the Convergence Time of Langevin Algorithms Dimension Independent? A Composite Optimization Viewpoint JMLR 2022
Faster Algorithms for Learning Convex Functions ICML 2022
Stochastic optimization under time drift: iterate averaging, step-decay schedules, and high probability guarantees NIPS 2021
Optimal transport mapping via input convex neural networks ICML 2020
Artificial Constraints and Hints for Unbounded Online Learning COLT 2019
Sample Efficient Graph-Based Optimization with Noisy Observations AISTATS 2019
Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron AISTATS 2019
Randomized Block Cubic Newton Method ICML 2018
Efficient Convex Optimization with Membership Oracles COLT 2018
Input Convex Neural Networks ICML 2017
Sparse Accelerated Exponential Weights AISTATS 2017
Algorithms and matching lower bounds for approximately-convex optimization NIPS 2016
Multi-scale exploration of convex functions and bandit convex optimization COLT 2016
On the Influence of Momentum Acceleration on Online Learning JMLR 2016
Generalized Mixability via Entropic Duality COLT 2015
(Near) Dimension Independent Risk Bounds for Differentially Private Learning ICML 2014
O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions ICML 2013
L1 Covering Numbers for Uniformly Bounded Convex Functions COLT 2012
A Characterization of Scoring Rules for Linear Properties COLT 2012
Incorporating Functional Knowledge in Neural Networks JMLR 2009