← Core Methods
Machine Learning › Core Methods ›

Optimization

1184 directly classified papers

Papers per year

Papers

Model Linkage Selection for Cooperative Learning JMLR 2021
On lp-hyperparameter Learning via Bilevel Nonsmooth Optimization JMLR 2021
Quasi-Monte Carlo Quasi-Newton in Variational Bayes JMLR 2021
Expanding Boundaries of Gap Safe Screening JMLR 2021
An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021
Learning Sparse Classifiers: Continuous and Mixed Integer Optimization Perspectives JMLR 2021
An Inertial Newton Algorithm for Deep Learning JMLR 2021
L-SVRG and L-Katyusha with Arbitrary Sampling JMLR 2021
Stochastic Proximal AUC Maximization JMLR 2021
A Fast Globally Linearly Convergent Algorithm for the Computation of Wasserstein Barycenters JMLR 2021
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search AAAI 2021
AdvantageNAS: Efficient Neural Architecture Search with Credit Assignment AAAI 2021
RETRIEVE: Coreset Selection for Efficient and Robust Semi-Supervised Learning NIPS 2021
Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021
Low Resource Quadratic Forms for Knowledge Graph Embeddings EMNLP 2021
DEHB: Evolutionary Hyberband for Scalable, Robust and Efficient Hyperparameter Optimization IJCAI 2021
Provably Good Solutions to the Knapsack Problem via Neural Networks of Bounded Size AAAI 2021
Sample-Specific Output Constraints for Neural Networks AAAI 2021
Dual Active Learning for Both Model and Data Selection IJCAI 2021
Polynomial-Time in PDDL Input Size: Making the Delete Relaxation Feasible for Lifted Planning IJCAI 2021
A Zeroth-Order Block Coordinate Descent Algorithm for Huge-Scale Black-Box Optimization ICML 2021
Sinkhorn Label Allocation: Semi-Supervised Classification via Annealed Self-Training ICML 2021
Determinantal Beam Search ACL 2021
Improving Maximum k-plex Solver via Second-Order Reduction and Graph Color Bounding AAAI 2021
An Adaptive-MCMC Scheme for Setting Trajectory Lengths in Hamiltonian Monte Carlo AISTATS 2021