conftrace_

large-scale learning

32 papers

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Co-occurring keywords

support vector machine (978) online learning (1777) stochastic gradient descent (1091) kernel methods (1097) logistic regression (386) random projection (145) convex optimization (1321) minwise hashing (10) linear classifier (120) hash function (48)

Papers

SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations NIPS 2023
Similarity Search for Efficient Active Learning and Search of Rare Concepts AAAI 2022
Kernel Methods Through the Roof: Handling Billions of Points Efficiently NIPS 2020
High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks NIPS 2019
Detecting 11K Classes: Large Scale Object Detection Without Fine-Grained Bounding Boxes ICCV 2019
Algorithms or Actions? A Study in Large-Scale Reinforcement Learning IJCAI 2018
MISSION: Ultra Large-Scale Feature Selection using Count-Sketches ICML 2018
Hierarchically-partitioned Gaussian Process Approximation AISTATS 2017
Accelerated Doubly Stochastic Gradient Algorithm for Large-scale Empirical Risk Minimization IJCAI 2017
NYTRO: When Subsampling Meets Early Stopping AISTATS 2016
Large Scale Online Kernel Learning JMLR 2016
Importance Sampling Tree for Large-scale Empirical Expectation ICML 2016
One-Pass Multi-View Learning ACML 2015
large scale canonical correlation analysis with iterative least squares NIPS 2014
Linear Time Solver for Primal SVM ICML 2014
Three Guidelines of Online Learning for Large-Scale Visual Recognition CVPR 2014
LIBOL: A Library for Online Learning Algorithms JMLR 2014
Communication-Efficient Algorithms for Statistical Optimization JMLR 2013
Large-Scale Learning with Less RAM via Randomization ICML 2013
GURLS: A Least Squares Library for Supervised Learning JMLR 2013
Distributed training of Large-scale Logistic models ICML 2013
Quantile Regression for Large-scale Applications ICML 2013
Breaking the Curse of Kernelization: Budgeted Stochastic Gradient Descent for Large-Scale SVM Training JMLR 2012
One Permutation Hashing NIPS 2012
Hashing Algorithms for Large-Scale Learning NIPS 2011