ICLR 2016 - Workshop Track International Conference on Learning Representations 论文papers

ICLR 2016 - Workshop Track

International Conference on Learning Representations

May 2 - 4, 2016, Caribe Hilton, San Juan, Puerto Rico

Please see the venue website (http://www.iclr.cc/doku.php?id=iclr2016:main) for more information.

Submission deadline: 18 Feb 2016

BLACK BOX VARIATIONAL INFERENCE FOR STATE SPACE MODELSpdf

Evan Archer, Il Memming Park, Lars Buesing, John Cunningham, Liam Paninski

25 Mar 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Fine-grained pose prediction, normalization, and recognitionpdf

Ning Zhang, Evan Shelhamer, Yang Gao, Trevor Darrell

25 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Neural Network Training Variations in Speech and Subsequent Performance Evaluationpdf

Ewout van den Berg, Bhuvana Ramabhadran, Michael Picheny

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Improving Variational Inference with Inverse Autoregressive Flowpdf

Diederik P. Kingma, Tim Salimans, Max Welling

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Manifold traversal using density ridgespdf

Jonas Nordhaug Myhre, Michael Kampffmeyer, Robert Jenssen

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Neural Variational Random Field Learningpdf

Volodymyr Kuleshov, Stefano Ermon

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Learning Genomic Representations to Predict Clinical Outcomes in Cancerpdf

Safoora Yousefi, Congzheng Song, Nelson Nauata, Lee Cooper

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Understanding Very Deep Networks via Volume Conservationpdf

Thomas Unterthiner, Sepp Hochreiter

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Fixed Point Quantization of Deep Convolutional Networkspdf

Darryl D. Lin, Sachin S. Talathi, V. Sreekanth Annapureddy

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Learning stable representations in a changing world with on-line t-SNE: proof of concept in the songbirdpdf

Stéphane Deny, Emily Mackevicius, Tatsuo Okubo, Gordon Berman, Joshua Shaevitz, Michale Fee

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

A Neural Architecture for Representing and Reasoning about Spatial Relationshipspdf

Eric Weiss, Brian Cheung, Bruno Olshausen

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Stuck in a What? Adventures in Weight Spacepdf

Zachary C. Lipton

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Contextual convolutional neural network filtering improves EM image segmentationpdf

Xundong Wu, Yong Wu, Ligia Toro,Enrico Stefani

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Input-Convex Deep Networkspdf

Brandon Amos, J. Zico Kolter

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Distinct Class Saliency Maps for Multiple Object Imagespdf

Wataru Shimoda, Keiji Yanai

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Learning to SMILE(S)pdf

Stanis?aw Jastrz?bski, Damian Le?niak, Wojciech Marian Czarnecki

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Understanding Visual Concepts with Continuation Learningpdf

William F. Whitney, Michael Chang, Tejas Kulkarni, Joshua B. Tenenbaum

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Generative Adversarial Metricpdf

Daniel Jiwoong Im, Chris Dongjoo Kim, Hui Jiang, Roland Memisevic

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Why are deep nets reversible: A simple theory, with implications for trainingpdf

Sanjeev Arora, Yingyu Liang, Tengyu Ma

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Revise Saturated Activation Functionspdf

Bing Xu, Ruitong Huang, Mu Li

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Learning Retinal Tiling in a Model of Visual Attentionpdf

Brian Cheung, Eric Weiss, Bruno Olshausen

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Applying Representation Learning for Educational Data Miningpdf

Milagro Teruel, Laura Alonso Alemany

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Deep Motif: Visualizing Genomic Sequence Classificationspdf

Jack Lanchantin, Ritambhara Singh, Zeming Lin, & Yanjun Qi

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

JOINT STOCHASTIC APPROXIMATION LEARNING OF HELMHOLTZ MACHINESpdf

HaotianXu, Zhijian Ou

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Alternative structures for character-level RNNspdf

Piotr Bojanowski, Armand Joulin, Tomas Mikolov

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learningpdf

Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Learning Dense Convolutional Embeddings for Semantic Segmentationpdf

Adam W. Harley, Konstantinos G. Derpanis, Iasonas Kokkinos

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Do Deep Convolutional Nets Really Need to be Deep (Or Even Convolutional)?pdf

Gregor Urban, Krzysztof J. Geras, Samira Ebrahimi Kahou, Ozlem Aslan Shengjie Wang, Rich Caruana, Abdelrahman Mohamed, Matthai Philipose, Matt Richardson

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

A Differentiable Transition Between Additive and Multiplicative Neuronspdf

Wiebke Koepp, Patrick van der Smagt, Sebastian Urban

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Blending LSTMs into CNNspdf

Krzysztof J. Geras, Abdel-rahman Mohamed, Rich Caruana, Gregor Urban, Shengjie Wang, Ozlem Aslan, Matthai Philipose, Matthew Richardson, Charles Sutton

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

A CONTROLLER-RECOGNIZER FRAMEWORK: HOW NECESSARY IS RECOGNITION FOR CONTROL?pdf

Marcin Moczulski, Kelvin Xu, Aaron Courville, Kyunghyun Cho

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

A constrained l1 minimization approach for estimating multiple Sparse Gaussian or Nonparanormal Graphical Modelspdf

Beilun Wang, Ritambhara Singh, Yanjun Qi

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Unsupervised Learning with Imbalanced Data via Structure Consolidation Latent Variable Modelpdf

Fariba Yousefi, Zhenwen Dai, Carl Henrik Ek, Neil Lawrence

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Fully Convolutional Nerual Network for Body Part Segmentationpdf

David Frank, Richard Kelley, David Feil-Seifer

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Spatio-Temporal Video Autoencoder with Differentiable Memorypdf

Viorica Patraucean, Ankur Handa, Roberto Cipolla

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Learning visual groups from co-occurrences in space and timepdf

Phillip Isola, Daniel Zoran, Dilip Krishnan, Edward H. Adelson

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Deep Autoresolution Networkspdf

Gabriel Pereyra, Christian Szegedy

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Resnet in Resnet: Generalizing Residual Architecturespdf

Sasha Targ, Diogo Almeida, Kevin Lyman

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Doctor AI: Predicting Clinical Events via Recurrent Neural Networkspdf

Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, Walter F. Stewart, Joshua C. Denny, Bradley A. Malin, Jimeng Sun

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Hardware-Oriented Approximation of Convolutional Neural Networkspdf

Philipp Gysel, Mohammad Motamedi, Soheil Ghiasi

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Sequence Modeling with Recurrent Tensor Networkspdf

Richard Kelley

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

GradNets: Dynamic Interpolation Between Neural Architecturespdf

Diogo Almeida, Nate Sauder

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Visualizing and Understanding Recurrent Networkspdf

Andrej Karpathy, Justin Johnson, Li Fei-Fei

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

On-the-fly Network Pruning for Object Detectionpdf

Marc Masana,Joost van de Weijer,Andrew D. Bagdanov

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Using Encoder-Decoder Convolutional Networks to Segment Carbon Fiber CTpdf

Daniel Sammons, William P. Winfree

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Convolutional Monte Carlo Rollouts for the Game of Gopdf

Peter H Jin, Kurt Keutzer

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Neurogenic Deep Learningpdf

Timothy J. Draelos, Nadine E. Miner, Jonathan A. Cox, Christopher C. Lamb, Conrad D. James, James B. Aimone

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Rectified Factor Networks for Biclusteringpdf

Djork-Arné Clevert, Thomas Unterthiner, Sepp Hochreiter

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Seq-NMS for Video Object Detectionpdf

Wei Han, Pooya Khorrami, Tom Le Paine, Prajit Ramachandran, Mohammad Babaeizadeh, Honghui Shi, Jiana Li, Shuicheng Yan, Thomas S. Huang

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

CMA-ES for Hyperparameter Optimization of Deep Neural Networkspdf

Ilya Loshchilov, Frank Hutter

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

6 replies

Lookahead Convolution Layer for Unidirectional Recurrent Neural Networkspdf

Chong Wang, Dani Yogatama, Adam Coates, Tony Han, Awni Hannun, Bo Xiao

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

RandomOut: Using a convolutional gradient norm to win The Filter Lotterypdf

Joseph Paul Cohen, Henry Z. Lo, Wei Ding

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

HARDWARE-FRIENDLY CONVOLUTIONAL NEURAL NETWORK WITH EVEN-NUMBER FILTER SIZEpdf

Song Yao, Song Han, Kaiyuan Guo, Jianqiao Wangni, Yu Wang

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Initializing Entity Representations in Relational Modelspdf

Teng Long, Ryan Lowe, Jackie Cheung, Doina Precup

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

ADDING GRADIENT NOISE IMPROVES LEARNING FOR VERY DEEP NETWORKSpdf

Arvind Neelakantan, Luke Vilnis, Quoc V. Le, Ilya Sutskever, Lukasz Kaiser, Karol Kurach, James Martens

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Robust Convolutional Neural Networks under Adversarial Noisepdf

Jonghoon Jin, Aysegul Dundar, Eugenio Culurciello

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Guided Sequence-to-Sequence Learning with External Rule Memorypdf

Jiatao Gu, Baotian Hu, Zhengdong Lu, Hang Li, Victor O.K. Li

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Deconstructing the Ladder Network Architecturepdf

Mohammad Pezeshki, Linxi Fan, Philemon Brakel, Aaron Courville, Yoshua Bengio

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Scalable Gradient-Based Tuning of Continuous Regularization Hyperparameterspdf

Jelena Luketina,Mathias Berglund,Tapani Raiko

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Scale Normalizationpdf

Henry Z Lo, Kevin Amaral, Wei Ding

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Neural Text Understanding with Attention Sum Readerpdf

Rudolf Kadlec, Martin Schmid, Ond?ej Bajgar, Jan Kleindienst

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

1 reply

Incorporating Nesterov Momentum into Adampdf

Timothy Dozat

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Binding via Reconstruction Clusteringpdf

Klaus Greff, Rupesh Srivastava, Jürgen Schmidhuber

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Variational Inference for On-line Anomaly Detection in High-Dimensional Time Seriespdf

Maximilian Sölch, Justin Bayer, Marvin Ludersdorfer, Patrick van der Smagt

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Deep Directed Generative Models with Energy-Based Probability Estimationpdf

Taesup Kim, Yoshua Bengio

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Unsupervised Learning of Visual Structure using Predictive Generative Networkspdf

William Lotter, Gabriel Kreiman, David Cox

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

A metric learning approach for graph-based label propagationpdf

Pauline Wauquier,Mikaela Keller

19 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Task Loss Estimation for Structured Predictionpdf

Dzmitry Bahdanau, Dmiriy Serdyuk, Philémon Brakel, Nan Rosemary Ke, Jan Chorowski, Aaron Courville, Yoshua Bengio

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Autoencoding for Joint Relation Factorization and Discovery from Textpdf

Diego Marcheggiani, Ivan Titov

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Adaptive Natural Gradient Learning Based on Riemannian Metric of Score Matchingpdf

Ryo Karakida, Masato Okada, Shun-ichi Amari

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Data Cleaning by Deep Dictionary Learningpdf

Zhongqi Lu,Qiang Yang

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

RECURRENT MODELS FOR AUDITORY ATTENTION IN MULTI-MICROPHONE DISTANCE SPEECH RECOGNITIONpdf

Suyoun Kim, Ian Lane

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Embedding Entity Pairs through Observed Relations for Knowledge Base Completionpdf

Dirk Weissenborn

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Neural Enquirer: Learning to Query Tables in Natural Languagepdf

Pengcheng Yin, Zhengdong Lu, Hang Li, Ben Kao

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

End to end speech recognition in English and Mandarinpdf

Dario Amodei, Rishita Anubhai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski, Adam Coates, Greg Diamos, Erich Elsen, Jesse Engel, Linxi Fan, Christopher Fougner, Tony Han, Awni Hannun, Billy Jun, Patrick LeGresley, Libby Lin, Sharan Narang, Andrew Ng, Sherjil Ozair, Ryan Prenger, Jonathan Raiman, Sanjeev Satheesh, David Seetapun, Shubho Sengupta, Yi Wang, Zhiqian Wang, Chong Wang, Bo Xiao, Dani Yogatama, Jun Zhan, Zhenyao Zhu

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Revisiting Distributed Synchronous SGDpdf

Jianmin Chen, Rajat Monga, Samy Bengio, Rafal Jozefowicz

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Sparse Distance Weighted Discriminationpdf

Boxiang Wang, Hui Zou

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

1 reply

Sequence-to-Sequence RNNs for Text Summarizationpdf

Ramesh Nallapati, Bing Xiang, Bowen Zhou

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Document Context Language Modelspdf

Yangfeng Ji, Trevor Cohn, Lingpeng Kong, Chris Dyer, Jacob Eisenstein

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Lessons from the Rademacher Complexity for Deep Learningpdf

Jure Sokolic, Raja Giryes, Guillermo Sapiro, Miguel R. D. Rodrigues

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Unitary Evolution Recurrent Neural Networkspdf

Martin Arjovsky, Amar Shah, Yoshua Bengio

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

LSTM-based Deep Learning Models for non-factoid answer selectionpdf

Ming Tan,Cicero dos Santos,Bing Xiang,Bowen Zhou

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Variance Reduction in SGD by Distributed Importance Samplingpdf

Guillaume Alain, Alex Lamb, Chinnadhurai Sankar, Aaron Courville, Yoshua Bengio

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Neural Variational Inference for Text Processingpdf

Yishu Miao, Lei Yu, Phil Blunsom

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Nonparametric Canonical Correlation Analysispdf

Tomer Michaeli, Weiran Wang, Karen Livescu

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Persistent RNNs: Stashing Weights on Chippdf

Greg Diamos, Shubho Sengupta, Bryan Catanzaro, Mike Chrzanowski, Adam Coates, Erich Elsen, Jesse Engel, Awni Hannun, Sanjeev Satheesh

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Convolutional Clustering for Unsupervised Learningpdf

Aysegul Dundar, Jonghoon Jin, and Eugenio Culurciello

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Temporal Convolutional Neural Networks for Diagnosis from Lab Testspdf

Narges Razavian, David Sontag

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Bidirectional Helmholtz Machinespdf

Jorg Bornschein, Samira Shabanian, Asja Fischer, Yoshua Bengio

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Data Cleaning by Deep Dictionary Learningpdf

Zhongqi Lu, Qiang Yang

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Neural network-based clustering using pairwise constraintspdf

Yen-Chang Hsu, Zsolt Kira

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Multi-layer Representation Learning for Medical Conceptspdf

Edward Choi,Mohammad Taha Bahadori,Jimeng Sun,Elizabeth Searles,Catherine Coffey

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Deep Bayesian Neural Nets as Deep Matrix Gaussian Processespdf

Christos Louizos, Max Welling

18 Feb 2016

ICLR 2016 workshop submission

readers: everyone

5 replies

Online Batch Selection for Faster Training of Neural Networkspdf

Ilya Loshchilov,Frank Hutter

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Close-to-clean regularization relates virtual adversarial training, ladder networks and otherspdf

Mudassar Abbas, Jyri Kivinen, Tapani Raiko

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Neural Generative Question Answeringpdf

Jun Yin, Xin Jiang, Zhengdong Lu, Lifeng Shang, Hang Li, Xiaoming Li

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Convolutional Models for Joint Object Categorization and Pose Estimationpdf

Mohamed Elhoseiny, Tarek El-Gaaly, Amr Bakry, Ahmed Elgammal

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Learning to Represent Words in Context with Multilingual Supervisionpdf

Kazuya Kawakami, Chris Dyer

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Comparative Study of Caffe, Neon, Theano, and Torch for Deep Learningpdf

Soheil Bahrampour, Naveen Ramakrishnan, Lukas Schott, Mohak Shah

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

ParseNet: Looking Wider to See Betterpdf

Wei Liu, Andrew Rabinovich, Alexander C. Berg

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

How far can we go without convolution: Improving fully-connected networkspdf

Zhouhan Lin, Roland Memisevic, Kishore Konda

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inferencepdf

Yarin Gal, Zoubin Ghahramani

17 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

VARIATIONAL STOCHASTIC GRADIENT DESCENTpdf

Michael Tetelman

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Mixtures of Sparse Autoregressive Networkspdf

Marc Goessling, Yali Amit

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Efficient Inference in Occlusion-Aware Generative Models of Imagespdf

Jonathan Huang, Kevin Murphy

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

PerforatedCNNs: Acceleration through Elimination of Redundant Convolutionspdf

Michael Figurnov, Dmitry Vetrov, Pushmeet Kohli

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Dynamic Capacity Networkspdf

Amjad Almahairi, Nicolas Ballas, Tim Cooijmans, Yin Zheng, Hugo Larochelle, Aaron Courville

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Conditional computation in neural networks for faster modelspdf

Emmanuel Bengio, Pierre-Luc Bacon, Joelle Pineau, Doina Precup

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Adversarial Autoencoderspdf

Alireza Makhzani, Jonathon Shlens, Navdeep Jaitly, Ian Goodfellow

16 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Learning to Decompose for Object Detection and Instance Segmentationpdf

Eunbyung Park, Alexander C. Berg

15 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Coverage-based Neural Machine Translationpdf

Zhaopeng Tu, Zhengdong Lu, Yang Liu, Xiaohua Liu, Hang Li

15 Feb 2016

ICLR 2016 workshop submission

readers: everyone

2 replies

Stacked What-Where Auto-encoderspdf

Junbo Zhao, Michael Mathieu, Ross Goroshin, Yann LeCun

15 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Learning Representations of Affect from Speechpdf

Sayan Ghosh, Eugene Laksana, Louis-Philippe Morency, Stefan Scherer

15 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Universum Prescription: Regularization using Unlabeled Datapdf

Xiang Zhang,Yann LeCun

15 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Deep Reinforcement Learning with an Action Space Defined by Natural Languagepdf

Ji He, Jianshu Chen, Xiaodong He, Jianfeng Gao, Lihong Li, Li Deng, Mari Ostendorf

14 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Generating Sentences from a Continuous Spacepdf

Samuel R. Bowman, Luke Vilnis, Oriol Vinyals, Andrew M. Dai, Rafal Jozefowicz, Samy Bengio

13 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Using Deep Learning to Predict Demographics from Mobile Phone Metadatapdf

Bjarke Felbo, Pål Sundsøy, Alex ‘Sandy‘ Pentland, Sune Lehmann, Yves-Alexandre de Montjoye

13 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

A Minimalistic Approach to Sum-Product Network Learning for Real Applicationspdf

Viktoriya Krakovna, Moshe Looks

13 Feb 2016

ICLR 2016 workshop submission

readers: everyone

4 replies

Feed-Forward Networks with Attention Can Solve Some Long-Term Memory Problemspdf

Colin Raffel,Daniel P. W. Ellis

13 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

Improving performance of recurrent neural network with relu nonlinearitypdf

Sachin S. Talathi, Aniket Vartak

12 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Basic Level Categorization Facilitates Visual Object Recognitionpdf

Panqu Wang, Garrison Cottrell

12 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

A Deep Memory-based Architecture for Sequence-to-Sequence Learningpdf

Fandong Meng, Zhengdong Lu, Zhaopeng Tu, Hang Li, Qun Liu

11 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Action Recognition using Visual Attentionpdf

Shikhar Sharma, Ryan Kiros, Ruslan Salakhutdinov

10 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Empirical performance upper bounds for image and video captioningpdf

Li Yao, Nicolas Ballas, Kyunghyun Cho, John R. Smith, Yoshua Bengio

10 Feb 2016

ICLR 2016 workshop submission

readers: everyone

0 replies

Learning Document Embeddings by Predicting N-grams for Sentiment Classification of Long Movie Reviewspdf

Bofang Li, Tao Liu, Xiaoyong Du, Deyuan Zhang, Zhe Zhao

8 Feb 2016

ICLR 2016 workshop submission

readers: everyone

3 replies

from: http://beta.openreview.net/group?id=ICLR.cc/2016/workshop

时间: 2024-08-26 01:26:04

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2016.4.12 nature deep learning review[2]

使用卷积神经网络进行图片理解一段,从二十一世纪开始,卷积神经网络就成功运用在了检测,切割和识别上面.这通常是在一些拥有大量标注数据的领域中得到了充分的应用. 像素级的识别能够运用在自动机器人,自动驾驶汽车等诸多领域.其他的领域包括语音识别和自然语言的理解. 直到12年之前,cnn都没有活起来,但是alexnet使得一切变成可能.最近的研究成果是一个图像识别的cnn和语言处理的rnn连接起来产生对于图片的描述. 包含大量参数的网络随着软件和硬件的提升使得训练时间从几个礼拜减少到几个小时. 而且由于

2016.4.15 nature deep learning review[3]

循环神经网络一段.反向传播最令人激动的应用是应用于rnn的,对于包含序列化输入的文本来说,比如说语言和语音,通常使用rnn来进行处理.rnn每次处理一个序列中的一个元素.保持隐藏层的神经元作为一个状态向量,能够精确的表达这个序列过去元素的历史信息.当我们讲输出的隐藏层看作是不同的step的时候,我们可以将它们看作是在一个深度网络中的不同层次,也就能够应用反向传播去训练rnn. Rnn对于动态系统非常管用,但是训练是个大问题,因为使用反向传播或者梯度下降在每步汇总都会缩小或者增大,所以经过许多步之