| 1 |
Communication-Efficient Learning of Deep Networks from Decentralized Data
H. Brendan McMahan, Eider Moore, ... (+3 more)
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👻
Ghosted
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cs.LG
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22.5K |
10 years ago |
| 2 |
How To Backdoor Federated Learning
Eugene Bagdasaryan, Andreas Veit, ... (+3 more)
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👻
Ghosted
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cs.CR
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2.4K |
7 years ago |
| 3 |
Deep Kernel Learning
Andrew Gordon Wilson, Zhiting Hu, ... (+2 more)
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👻
Ghosted
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cs.LG
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1.0K |
10 years ago |
| 4 |
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization
Amirhossein Reisizadeh, Aryan Mokhtari, ... (+3 more)
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👻
Ghosted
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cs.LG
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896 |
6 years ago |
| 5 |
VAE with a VampPrior
Jakub M. Tomczak, Max Welling
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👻
Ghosted
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cs.LG
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688 |
8 years ago |
| 6 |
Non-stochastic Best Arm Identification and Hyperparameter Optimization
Kevin Jamieson, Ameet Talwalkar
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👻
Ghosted
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cs.LG
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647 |
11 years ago |
| 7 |
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets
Aaron Klein, Stefan Falkner, ... (+3 more)
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👻
Ghosted
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cs.LG
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594 |
9 years ago |
| 8 |
How to learn a graph from smooth signals
Vassilis Kalofolias
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👻
Ghosted
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stat.ML
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563 |
10 years ago |
| 9 |
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree
Chen-Yu Lee, Patrick W. Gallagher, Zhuowen Tu
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👻
Ghosted
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stat.ML
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510 |
10 years ago |
| 10 |
Tighter Theory for Local SGD on Identical and Heterogeneous Data
Ahmed Khaled, Konstantin Mishchenko, Peter Richtárik
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👻
Ghosted
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cs.LG
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469 |
6 years ago |
| 11 |
Orthogonal Gradient Descent for Continual Learning
Mehrdad Farajtabar, Navid Azizan, ... (+2 more)
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👻
Ghosted
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cs.LG
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463 |
6 years ago |
| 12 |
Optimizing Millions of Hyperparameters by Implicit Differentiation
Jonathan Lorraine, Paul Vicol, David Duvenaud
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👻
Ghosted
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cs.LG
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459 |
6 years ago |
| 13 |
Subsampled Rényi Differential Privacy and Analytical Moments Accountant
Yu-Xiang Wang, Borja Balle, Shiva Kasiviswanathan
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👻
Ghosted
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cs.LG
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450 |
7 years ago |
| 14 |
Lagrange Coded Computing: Optimal Design for Resiliency, Security and Privacy
Qian Yu, Songze Li, ... (+4 more)
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👻
Ghosted
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cs.IT
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435 |
7 years ago |
| 15 |
Model-Agnostic Counterfactual Explanations for Consequential Decisions
Amir-Hossein Karimi, Gilles Barthe, ... (+2 more)
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👻
Ghosted
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cs.LG
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378 |
6 years ago |
| 16 |
A New Approach to Probabilistic Programming Inference
Frank Wood, Jan Willem van de Meent, Vikash Mansinghka
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👻
Ghosted
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stat.ML
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353 |
10 years ago |
| 17 |
TabLLM: Few-shot Classification of Tabular Data with Large Language Models
Stefan Hegselmann, Alejandro Buendia, ... (+4 more)
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👻
Ghosted
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cs.CL
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336 |
3 years ago |
| 18 |
Feature relevance quantification in explainable AI: A causal problem
Dominik Janzing, Lenon Minorics, Patrick Blöbaum
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👻
Ghosted
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stat.ML
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332 |
6 years ago |
| 19 |
Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron
Sharan Vaswani, Francis Bach, Mark Schmidt
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👻
Ghosted
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cs.LG
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321 |
7 years ago |
| 20 |
Federated Learning with Compression: Unified Analysis and Sharp Guarantees
Farzin Haddadpour, Mohammad Mahdi Kamani, ... (+2 more)
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👻
Ghosted
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cs.LG
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319 |
5 years ago |
| 21 |
Formal Limitations on the Measurement of Mutual Information
David McAllester, Karl Stratos
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👻
Ghosted
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cs.IT
|
319 |
7 years ago |
| 22 |
Identifying and Correcting Label Bias in Machine Learning
Heinrich Jiang, Ofir Nachum
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👻
Ghosted
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cs.LG
|
312 |
7 years ago |
| 23 |
Truncated Back-propagation for Bilevel Optimization
Amirreza Shaban, Ching-An Cheng, ... (+2 more)
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👻
Ghosted
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cs.LG
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304 |
7 years ago |
| 24 |
Online Optimization : Competing with Dynamic Comparators
Ali Jadbabaie, Alexander Rakhlin, ... (+2 more)
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👻
Ghosted
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cs.LG
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264 |
11 years ago |
| 25 |
A Linearly-Convergent Stochastic L-BFGS Algorithm
Philipp Moritz, Robert Nishihara, Michael I. Jordan
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👻
Ghosted
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math.OC
|
253 |
10 years ago |
| 26 |
Decentralized Collaborative Learning of Personalized Models over Networks
Paul Vanhaesebrouck, Aurélien Bellet, Marc Tommasi
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👻
Ghosted
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cs.LG
|
246 |
9 years ago |
| 27 |
Batched Large-scale Bayesian Optimization in High-dimensional Spaces
Zi Wang, Clement Gehring, ... (+2 more)
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👻
Ghosted
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stat.ML
|
242 |
8 years ago |
| 28 |
Fisher-Rao Metric, Geometry, and Complexity of Neural Networks
Tengyuan Liang, Tomaso Poggio, ... (+2 more)
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👻
Ghosted
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cs.LG
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241 |
8 years ago |
| 29 |
Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression
Ian Covert, Su-In Lee
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👻
Ghosted
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cs.LG
|
229 |
5 years ago |
| 30 |
Uncertainty in Neural Networks: Approximately Bayesian Ensembling
Tim Pearce, Felix Leibfried, ... (+3 more)
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👻
Ghosted
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stat.ML
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224 |
7 years ago |
| 31 |
Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems
Dhruv Malik, Ashwin Pananjady, ... (+4 more)
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👻
Ghosted
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cs.LG
|
220 |
7 years ago |
| 32 |
Unsupervised Alignment of Embeddings with Wasserstein Procrustes
Edouard Grave, Armand Joulin, Quentin Berthet
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👻
Ghosted
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cs.LG
|
217 |
7 years ago |
| 33 |
DART: Dropouts meet Multiple Additive Regression Trees
K. V. Rashmi, Ran Gilad-Bachrach
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👻
Ghosted
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cs.LG
|
212 |
10 years ago |
| 34 |
Smooth and Sparse Optimal Transport
Mathieu Blondel, Vivien Seguy, Antoine Rolet
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👻
Ghosted
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stat.ML
|
196 |
8 years ago |
| 35 |
Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information
Jakob Runge
|
👻
Ghosted
|
stat.ML
|
188 |
8 years ago |
| 36 |
Non-square matrix sensing without spurious local minima via the Burer-Monteiro approach
Dohyung Park, Anastasios Kyrillidis, ... (+2 more)
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👻
Ghosted
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stat.ML
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186 |
9 years ago |
| 37 |
Avoiding Latent Variable Collapse With Generative Skip Models
Adji B. Dieng, Yoon Kim, ... (+2 more)
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👻
Ghosted
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stat.ML
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185 |
7 years ago |
| 38 |
Learning Controllable Fair Representations
Jiaming Song, Pratyusha Kalluri, ... (+3 more)
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👻
Ghosted
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cs.LG
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184 |
7 years ago |
| 39 |
Provable Robustness of ReLU networks via Maximization of Linear Regions
Francesco Croce, Maksym Andriushchenko, Matthias Hein
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👻
Ghosted
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cs.LG
|
171 |
7 years ago |
| 40 |
Deep Active Learning: Unified and Principled Method for Query and Training
Changjian Shui, Fan Zhou, ... (+2 more)
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👻
Ghosted
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cs.LG
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169 |
6 years ago |
| 41 |
Distilling Policy Distillation
Wojciech Marian Czarnecki, Razvan Pascanu, ... (+4 more)
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👻
Ghosted
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cs.LG
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164 |
7 years ago |
| 42 |
Breaking Sticks and Ambiguities with Adaptive Skip-gram
Sergey Bartunov, Dmitry Kondrashkin, ... (+2 more)
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👻
Ghosted
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cs.CL
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164 |
11 years ago |
| 43 |
Efficient Methods for Structured Nonconvex-Nonconcave Min-Max Optimization
Jelena Diakonikolas, Constantinos Daskalakis, Michael I. Jordan
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👻
Ghosted
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math.OC
|
162 |
5 years ago |
| 44 |
Hadamard Response: Estimating Distributions Privately, Efficiently, and with Little Communication
Jayadev Acharya, Ziteng Sun, Huanyu Zhang
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👻
Ghosted
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cs.LG
|
162 |
8 years ago |
| 45 |
On Information Gain and Regret Bounds in Gaussian Process Bandits
Sattar Vakili, Kia Khezeli, Victor Picheny
|
👻
Ghosted
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stat.ML
|
160 |
5 years ago |
| 46 |
Dreaming More Data: Class-dependent Distributions over Diffeomorphisms for Learned Data Augmentation
Søren Hauberg, Oren Freifeld, ... (+3 more)
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👻
Ghosted
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cs.CV
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160 |
10 years ago |
| 47 |
Guaranteed Non-convex Optimization: Submodular Maximization over Continuous Domains
Andrew An Bian, Baharan Mirzasoleiman, ... (+2 more)
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👻
Ghosted
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cs.LG
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159 |
9 years ago |
| 48 |
Learning to Optimize under Non-Stationarity
Wang Chi Cheung, David Simchi-Levi, Ruihao Zhu
|
👻
Ghosted
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cs.LG
|
154 |
7 years ago |
| 49 |
Conjugate-Computation Variational Inference : Converting Variational Inference in Non-Conjugate Models to Inferences in Conjugate Models
Mohammad Emtiyaz Khan, Wu Lin
|
👻
Ghosted
|
cs.LG
|
151 |
9 years ago |
| 50 |
Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction
Mingyuan Zhou
|
👻
Ghosted
|
stat.ML
|
150 |
11 years ago |