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← Optimization & Theory
Machine Learning
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Optimization & Theory
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Optimization
14,207 papers
Papers per year
2001: 10
2002: 9
2003: 16
2004: 6
2005: 16
2006: 58
2007: 67
2008: 72
2009: 84
2010: 106
2011: 132
2012: 164
2013: 333
2014: 295
2015: 310
2016: 380
2017: 509
2018: 669
2019: 1072
2020: 1217
2021: 1489
2022: 1470
2023: 1746
2024: 1819
2025: 1567
2026: 591
Papers
The Mirage of Action-Dependent Baselines in Reinforcement Learning
ICML 2018
Online Convolutional Sparse Coding with Sample-Dependent Dictionary
ICML 2018
LeapsAndBounds: A Method for Approximately Optimal Algorithm Configuration
ICML 2018
Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope
ICML 2018
Orthogonality-Promoting Distance Metric Learning: Convex Relaxation and Theoretical Analysis
ICML 2018
Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions
ICML 2018
An Efficient Semismooth Newton based Algorithm for Convex Clustering
ICML 2018
Policy Optimization as Wasserstein Gradient Flows
ICML 2018
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow
ICML 2018
Noisy Natural Gradient as Variational Inference
ICML 2018
A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery
ICML 2018
Dynamic Regret of Strongly Adaptive Methods
ICML 2018
Lightweight Stochastic Optimization for Minimizing Finite Sums with Infinite Data
ICML 2018
A Robust Approach to Sequential Information Theoretic Planning
ICML 2018
Understanding Generalization and Optimization Performance of Deep CNNs
ICML 2018
A Simple Stochastic Variance Reduced Algorithm with Fast Convergence Rates
ICML 2018
Stochastic Variance-Reduced Cubic Regularized Newton Methods
ICML 2018
Deep Learning for Multi-Facility Location Mechanism Design
IJCAI 2018
When Rigging a Tournament, Let Greediness Blind You
IJCAI 2018
Explaining Multi-Criteria Decision Aiding Models with an Extended Shapley Value
IJCAI 2018
Online Pricing for Revenue Maximization with Unknown Time Discounting Valuations
IJCAI 2018
Designing the Game to Play: Optimizing Payoff Structure in Security Games
IJCAI 2018
Socially Motivated Partial Cooperation in Multi-agent Local Search
IJCAI 2018
Nonrigid Points Alignment with Soft-weighted Selection
IJCAI 2018
Descriptive Clustering: ILP and CP Formulations with Applications
IJCAI 2018
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