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On the Expressive Power of Deep Neural Networks
Maithra Raghu, Ben Poole, ... (+3 more)
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9 years ago |
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Parseval Networks: Improving Robustness to Adversarial Examples
Moustapha Cisse, Piotr Bojanowski, ... (+3 more)
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8 years ago |
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Adversarial Attack on Graph Structured Data
Hanjun Dai, Hui Li, ... (+5 more)
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7 years ago |
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Online Tracking by Learning Discriminative Saliency Map with Convolutional Neural Network
Seunghoon Hong, Tackgeun You, ... (+2 more)
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11 years ago |
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Sharp Minima Can Generalize For Deep Nets
Laurent Dinh, Razvan Pascanu, ... (+2 more)
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9 years ago |
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Unitary Evolution Recurrent Neural Networks
Martin Arjovsky, Amar Shah, Yoshua Bengio
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10 years ago |
| 107 |
Fixed Point Quantization of Deep Convolutional Networks
Darryl D. Lin, Sachin S. Talathi, V. Sreekanth Annapureddy
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cs.LG
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847 |
10 years ago |
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Minimax Regret Bounds for Reinforcement Learning
Mohammad Gheshlaghi Azar, Ian Osband, Rémi Munos
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9 years ago |
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PDE-Net: Learning PDEs from Data
Zichao Long, Yiping Lu, ... (+2 more)
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From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification
André F. T. Martins, Ramón Fernandez Astudillo
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cs.CL
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Learning Representations for Counterfactual Inference
Fredrik D. Johansson, Uri Shalit, David Sontag
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Recommendations as Treatments: Debiasing Learning and Evaluation
Tobias Schnabel, Adith Swaminathan, ... (+3 more)
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cs.LG
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10 years ago |
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Dynamic Memory Networks for Visual and Textual Question Answering
Caiming Xiong, Stephen Merity, Richard Socher
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cs.NE
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765 |
10 years ago |
| 114 |
The many Shapley values for model explanation
Mukund Sundararajan, Amir Najmi
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cs.AI
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762 |
6 years ago |
| 115 |
Input Convex Neural Networks
Brandon Amos, Lei Xu, J. Zico Kolter
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cs.LG
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761 |
9 years ago |
| 116 |
Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables
Kate Rakelly, Aurick Zhou, ... (+3 more)
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7 years ago |
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Discriminative Embeddings of Latent Variable Models for Structured Data
Hanjun Dai, Bo Dai, Le Song
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cs.LG
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748 |
10 years ago |
| 118 |
Towards Fast Computation of Certified Robustness for ReLU Networks
Tsui-Wei Weng, Huan Zhang, ... (+6 more)
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stat.ML
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735 |
7 years ago |
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Quantifying Generalization in Reinforcement Learning
Karl Cobbe, Oleg Klimov, ... (+3 more)
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7 years ago |
| 120 |
Linear Mode Connectivity and the Lottery Ticket Hypothesis
Jonathan Frankle, Gintare Karolina Dziugaite, ... (+2 more)
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cs.LG
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6 years ago |
| 121 |
Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders
Jesse Engel, Cinjon Resnick, ... (+5 more)
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cs.LG
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718 |
9 years ago |
| 122 |
Generalization and Equilibrium in Generative Adversarial Nets (GANs)
Sanjeev Arora, Rong Ge, ... (+3 more)
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9 years ago |
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Invertible Residual Networks
Jens Behrmann, Will Grathwohl, ... (+3 more)
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7 years ago |
| 124 |
SARAH: A Novel Method for Machine Learning Problems Using Stochastic Recursive Gradient
Lam M. Nguyen, Jie Liu, ... (+2 more)
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9 years ago |
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Doubly Robust Off-policy Value Evaluation for Reinforcement Learning
Nan Jiang, Lihong Li
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cs.LG
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682 |
10 years ago |
| 126 |
Simple Black-box Adversarial Attacks
Chuan Guo, Jacob R. Gardner, ... (+3 more)
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676 |
6 years ago |
| 127 |
Count-Based Exploration with Neural Density Models
Georg Ostrovski, Marc G. Bellemare, ... (+2 more)
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cs.AI
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668 |
9 years ago |
| 128 |
Mean Field Multi-Agent Reinforcement Learning
Yaodong Yang, Rui Luo, ... (+4 more)
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cs.MA
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660 |
8 years ago |
| 129 |
Neural Variational Inference for Text Processing
Yishu Miao, Lei Yu, Phil Blunsom
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cs.CL
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659 |
10 years ago |
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Leveraging Procedural Generation to Benchmark Reinforcement Learning
Karl Cobbe, Christopher Hesse, ... (+2 more)
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6 years ago |
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Fully Decentralized Multi-Agent Reinforcement Learning with Networked Agents
Kaiqing Zhang, Zhuoran Yang, ... (+3 more)
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8 years ago |
| 132 |
Stabilising Experience Replay for Deep Multi-Agent Reinforcement Learning
Jakob Foerster, Nantas Nardelli, ... (+5 more)
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cs.AI
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650 |
9 years ago |
| 133 |
Automated Vulnerability Detection in Source Code Using Deep Representation Learning
Rebecca L. Russell, Louis Kim, ... (+6 more)
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648 |
7 years ago |
| 134 |
Deep Voice: Real-time Neural Text-to-Speech
Sercan O. Arik, Mike Chrzanowski, ... (+10 more)
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cs.CL
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647 |
9 years ago |
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Graph networks as learnable physics engines for inference and control
Alvaro Sanchez-Gonzalez, Nicolas Heess, ... (+5 more)
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7 years ago |
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Implicit Quantile Networks for Distributional Reinforcement Learning
Will Dabney, Georg Ostrovski, ... (+2 more)
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7 years ago |
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Adversarial Risk and the Dangers of Evaluating Against Weak Attacks
Jonathan Uesato, Brendan O'Donoghue, ... (+2 more)
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cs.LG
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8 years ago |
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Stochastic Variance Reduction for Nonconvex Optimization
Sashank J. Reddi, Ahmed Hefny, ... (+3 more)
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10 years ago |
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Learning to Explain: An Information-Theoretic Perspective on Model Interpretation
Jianbo Chen, Le Song, ... (+2 more)
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8 years ago |
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Detecting and Correcting for Label Shift with Black Box Predictors
Zachary C. Lipton, Yu-Xiang Wang, Alex Smola
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cs.LG
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8 years ago |
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Data-Efficient Off-Policy Policy Evaluation for Reinforcement Learning
Philip S. Thomas, Emma Brunskill
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10 years ago |
| 142 |
Diffusion Models for Adversarial Purification
Weili Nie, Brandon Guo, ... (+4 more)
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3 years ago |
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A Unified Theory of Decentralized SGD with Changing Topology and Local Updates
Anastasia Koloskova, Nicolas Loizou, ... (+3 more)
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6 years ago |
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Asymmetric Tri-training for Unsupervised Domain Adaptation
Kuniaki Saito, Yoshitaka Ushiku, Tatsuya Harada
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cs.CV
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606 |
9 years ago |
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Label-Only Membership Inference Attacks
Christopher A. Choquette-Choo, Florian Tramer, ... (+2 more)
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cs.CR
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5 years ago |
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DAG-GNN: DAG Structure Learning with Graph Neural Networks
Yue Yu, Jie Chen, ... (+2 more)
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7 years ago |
| 147 |
Automated Curriculum Learning for Neural Networks
Alex Graves, Marc G. Bellemare, ... (+3 more)
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cs.NE
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600 |
9 years ago |
| 148 |
Certified Data Removal from Machine Learning Models
Chuan Guo, Tom Goldstein, ... (+2 more)
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597 |
6 years ago |
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Accelerating Eulerian Fluid Simulation With Convolutional Networks
Jonathan Tompson, Kristofer Schlachter, ... (+2 more)
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cs.CV
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591 |
9 years ago |
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Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotron
RJ Skerry-Ryan, Eric Battenberg, ... (+7 more)
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