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Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Zoubin Ghahramani, Yarin Gal , 33rd International Conference on Machine Learning, ICML 2016 , 2015MultipleFree
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VGGFace2: A dataset for recognising faces across pose and age
Omkar M. Parkhi, Andrew Zisserman, Li Shen, Weidi Xie, Qiong Cao , Proceedings - 13th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2018 , 2017MultipleFree
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Variational zero-inflated Gaussian processes with sparse kernels
Markus Heinonen, Samuel Kaski, Pashupati Hegde , 34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018 , 2018Jupyter NotebookFree
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Multilingual acoustic word embedding models for processing zero-resource languages
Herman Kamper, Yevgen Matusevych, Sharon Goldwater , ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings , 2020Jupyter NotebookFree
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Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference
Stefano Ermon, Mike Wu, Noah Goodman , AISTATS 2019 - 22nd International Conference on Artificial Intelligence and Statistics , 2018PythonFree
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Dueling Network Architectures for Deep Reinforcement Learning
Ziyu Wang, Nando de Freitas, Hado van Hasselt, Tom Schaul, Matteo Hessel, Marc Lanctot , 33rd International Conference on Machine Learning, ICML 2016 , 2015MultipleFree
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Temporal Pattern Attention for Multivariate Time Series Forecasting
Fan-Keng Sun, Hung-yi Lee, Shun-Yao Shih , Machine Learning , 2018MultipleFree
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Region Ensemble Network: Improving Convolutional Network for Hand Pose Estimation
Huazhong Yang, Guijin Wang, Fei Qiao, Hengkai Guo, Xinghao Chen, Cairong Zhang , Proceedings - International Conference on Image Processing, ICIP , 2017PythonFree
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Unsupervised Deep Embedding for Clustering Analysis
Ross Girshick, Junyuan Xie, Ali Farhadi , 33rd International Conference on Machine Learning, ICML 2016 , 2015MultipleFree
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Long-term Temporal Convolutions for Action Recognition
Ivan Laptev, Gül Varol, Cordelia Schmid , IEEE Transactions on Pattern Analysis and Machine Intelligence , 2016LuaFree
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A Deep Multi-Level Network for Saliency Prediction
Rita Cucchiara, Giuseppe Serra, Marcella Cornia, Lorenzo Baraldi , Proceedings - International Conference on Pattern Recognition , 2016PythonFree
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Visual-Inertial Monocular SLAM with Map Reuse
Juan D. Tardos, Raul Mur-Artal , IEEE Robotics and Automation Letters , 2016MultipleFree
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Understanding deep learning requires rethinking generalization
Benjamin Recht, Moritz Hardt, Chiyuan Zhang, Samy Bengio, Oriol Vinyals , 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings , 2016MultipleFree
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Deep Learning for Case-Based Reasoning through Prototypes: A Neural Network that Explains Its Predictions
Cynthia Rudin, Oscar Li, Chaofan Chen, Hao Liu , 32nd AAAI Conference on Artificial Intelligence, AAAI 2018 , 2017MultipleFree
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ModelicaGym: Applying Reinforcement Learning to Modelica Models
Tetiana Bogodorova, Oleh Lukianykhin , ACM International Conference Proceeding Series , 2019PythonFree
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AutoLoc: Weakly-supervised Temporal Action Localization
Kazuyuki Miyazawa, Shih-Fu Chang, Zheng Shou, Hang Gao, Lei Zhang , Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , 2018Jupyter NotebookFree
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Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows
Iain Murray, David C. Sterratt, George Papamakarios , AISTATS 2019 - 22nd International Conference on Artificial Intelligence and Statistics , 2018MultipleFree
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Tunability: Importance of Hyperparameters of Machine Learning Algorithms
Philipp Probst, Anne-Laure Boulesteix, Bernd Bischl , Journal of Machine Learning Research , 2018MultipleFree
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Hierarchical Learning of Cross-Language Mappings through Distributed Vector Representations for Code
Lingxiao Jiang, Nghi D. Q. Bui , Proceedings - International Conference on Software Engineering , 2018PythonFree
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A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks
Kevin Gimpel, Dan Hendrycks , 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings , 2016MultipleFree
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Variable Rate Image Compression with Recurrent Neural Networks
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LSTM: A Search Space Odyssey
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A Semantics-Based Measure of Emoji Similarity
Derek Doran, Lakshika Balasuriya, Sanjaya Wijeratne, Amit Sheth , Proceedings - 2017 IEEE/WIC/ACM International Conference on Web Intelligence, WI 2017 , 2017Jupyter NotebookFree
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Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation
Ruofeng Tong, Min Tang, Dan Song, Chengyang Li , British Machine Vision Conference 2018, BMVC 2018 , 2018PythonFree
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Locality Constraint Dictionary Learning with Support Vector for Pattern Classification
He-Feng Yin, Xiao-Jun Wu, Su-Gen Chen , IEEE Access , 2019MATLABFree
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Know Your Master: Driver Profiling-based Anti-theft Method
Huy Kang Kim, Byung Il Kwak, JiYoung Woo , 2016 14th Annual Conference on Privacy, Security and Trust, PST 2016 , 2017PythonFree
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TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition
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Gaussian Process Classification for Variable Fidelity Data
Nikita Klyuchnikov, Evgeny Burnaev , Neurocomputing , 2018PythonFree
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Supervised learning based on temporal coding in spiking neural networks
Hesham Mostafa , IEEE Transactions on Neural Networks and Learning Systems , 2016PythonFree
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Simon Osindero, Mehdi Mirza , Ruan Jian Xue Bao/Journal of Software , 2014MultipleFree
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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Sergey Ioffe, Christian Szegedy , 32nd International Conference on Machine Learning, ICML 2015 , 2015MultipleFree
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BioBERT: a pre-trained biomedical language representation model for biomedical text mining
Sungdong Kim, Donghyeon Kim, Wonjin Yoon, Sunkyu Kim, Jaewoo Kang, Jinhyuk Lee, Chan Ho So , Bioinformatics , 2019MultipleFree
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Robust SfM with Little Image Overlap
Renaud Marlet, Pascal Monasse, Yohann Salaun , Proceedings - 2017 International Conference on 3D Vision, 3DV 2017 , 2017C++Free
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Oriol Vinyals, Quoc V. Le, William Chan, Navdeep Jaitly , ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings , 2015MultipleFree
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David Ha, Jürgen Schmidhuber , Proceedings of the 2016 Industrial and Systems Engineering Research Conference, ISERC 2016 , 2018MultipleFree
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R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question Answering
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ClusterGAN Latent Space Clustering in Generative Adversarial Networks
Sudipto Mukherjee, Eugene Lin, Himanshu Asnani, Sreeram Kannan , 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019 , 2018MultipleFree
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Sparse and noisy LiDAR completion with RGB guidance and uncertainty
Wouter Van Gansbeke, Davy Neven, Bert De Brabandere, Luc Van Gool , Proceedings of the 16th International Conference on Machine Vision Applications, MVA 2019 , 2019PythonFree
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Efficient Training for Positive Unlabeled Learning
Emanuele Sansone, Francesco G. B. De Natale, Zhi-Hua Zhou , IEEE Transactions on Pattern Analysis and Machine Intelligence , 2016MATLABFree
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Graph Convolutional Matrix Completion
Thomas N. Kipf, Max Welling, Rianne van den Berg , Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , 2017MultipleFree
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Temporally-Reweighted Chinese Restaurant Process Mixtures for Clustering, Imputing, and Forecasting Multivariate Time Series
Feras A. Saad, Vikash K. Mansinghka , International Conference on Artificial Intelligence and Statistics, AISTATS 2018 , 2017Jupyter NotebookFree
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A Bi-directional Transformer for Musical Chord Recognition
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Learning for Video Super-Resolution through HR Optical Flow Estimation
Wei An, Xinpu Deng, Zaiping Lin, Longguang Wang, Yulan Guo , Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , 2018MultipleFree
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SSD: Single Shot MultiBox Detector
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wav2vec: Unsupervised Pre-training for Speech Recognition
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The Partially Observable Hidden Markov Model and its Application to Keystroke Dynamics
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Convolutional Generative Adversarial Networks with Binary Neurons for Polyphonic Music Generation
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Superpixels: An Evaluation of the State-of-the-Art
David Stutz, Alexander Hermans, Bastian Leibe , Computer Vision and Image Understanding , 2016MultipleFree
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Machine learning for predicting thermal power consumption of the Mars Express Spacecraft
Dragi Kocev, Redouane Boumghar, Martin Breskvar, Sašo Džeroski, Aljaž Osojnik, Luke Lucas, Nikola Simidjievski, Bernard Ženko, Matej Petković, Jurica Levatić , IEEE Aerospace and Electronic Systems Magazine , 2018Jupyter NotebookFree
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Using convolutional networks and satellite imagery to identify patterns in urban environments at a large scale
Adrian Albert, Jasleen Kaur, Marta Gonzalez , Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , 2017MultipleFree
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Bridging machine learning and cryptography in defence against adversarial attacks
Shideh Rezaeifar, Slava Voloshynovskiy, Olga Taran , Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , 2018MultipleFree
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APPLE Picker: Automatic Particle Picking, a Low-Effort Cryo-EM Framework
Amit Singer, Ayelet Heimowitz, Joakim andén , Journal of Structural Biology , 2018MatlabFree
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Show, Attend and Tell: Neural Image Caption Generation with Visual Attention
Jimmy Ba, Aaron Courville, Yoshua Bengio, Ryan Kiros, Kelvin Xu, Ruslan Salakhutdinov, Kyunghyun Cho, Richard Zemel , 32nd International Conference on Machine Learning, ICML 2015 , 2015MultipleFree
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Parallel Clustering of Single Cell Transcriptomic Data with Split-Merge Sampling on Dirichlet Process Mixtures
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Variational Graph Auto-Encoders
Thomas N. Kipf, Max Welling , Methods , 2016MultipleFree
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Second-Order Stochastic Optimization for Machine Learning in Linear Time
Brian Bullins, Naman Agarwal, Elad Hazan , Journal of Machine Learning Research , 2016PythonFree
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Unpaired Multi-modal Segmentation via Knowledge Distillation
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Neural Photo Editing with Introspective Adversarial Networks
Theodore Lim, J. M. Ritchie, Andrew Brock, Nick Weston , 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings , 2016PythonFree
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Retinal vessel segmentation based on Fully Convolutional Neural Networks
Carlos A. Silva, Américo Oliveira, Sérgio Pereira , Expert Systems with Applications , 2018Jupyter NotebookFree
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Shape Robust Text Detection with Progressive Scale Expansion Network
Wenhai Wang, Jian Yang, Xiang Li, Tong Lu, Wenbo Hou, Ruo-Ze Liu , Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition , 2018MultipleFree
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Striving for Simplicity: The All Convolutional Net
Martin Riedmiller, Thomas Brox, Jost Tobias Springenberg, Alexey Dosovitskiy , 3rd International Conference on Learning Representations, ICLR 2015 - Workshop Track Proceedings , 2014MultipleFree
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CrowdNet: A Deep Convolutional Network for Dense Crowd Counting
R. Venkatesh Babu, Lokesh Boominathan, Srinivas S S Kruthiventi , MM 2016 - Proceedings of the 2016 ACM Multimedia Conference , 2016MultipleFree
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Cross-type Biomedical Named Entity Recognition with Deep Multi-Task Learning
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Ask Me Anything: Dynamic Memory Networks for Natural Language Processing
Ozan Irsoy, Peter Ondruska, Ankit Kumar, Ishaan Gulrajani, Romain Paulus, Richard Socher, Victor Zhong, James Bradbury, Mohit Iyyer , 33rd International Conference on Machine Learning, ICML 2016 , 2015MultipleFree
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Adam: A Method for Stochastic Optimization
Jimmy Ba, Diederik P. Kingma , 3rd International Conference on Learning Representations, ICLR 2015 - Conference Track Proceedings , 2014MultipleFree
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Learning Tree-based Deep Model for Recommender Systems
Guozheng Li, Xiang Li, Jie He, Kun Gai, Han Li, Pengye Zhang, Han Zhu , Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , 2018MultipleFree
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On the difficulty of training Recurrent Neural Networks
Tomas Mikolov, Razvan Pascanu, Yoshua Bengio , 30th International Conference on Machine Learning, ICML 2013 , 2012MultipleFree
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Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)
Sepp Hochreiter, Djork-Arné Clevert, Thomas Unterthiner , 4th International Conference on Learning Representations, ICLR 2016 - Conference Track Proceedings , 2015MultipleFree
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Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs
Yu. A. Malkov, D. A. Yashunin , IEEE Transactions on Pattern Analysis and Machine Intelligence , 2016MultipleFree
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Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations
M. Jorge Cardoso, Tom Vercauteren, Wenqi Li, Sébastien Ourselin, Carole H Sudre , Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , 2017MultipleFree
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An Analysis of Unsupervised Pre-training in Light of Recent Advances
Pooya Khorrami, Wei Han, Thomas S. Huang, Tom Le Paine , 3rd International Conference on Learning Representations, ICLR 2015 - Workshop Track Proceedings , 2014PythonFree
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Dynamic Memory Networks for Visual and Textual Question Answering
Caiming Xiong, Stephen Merity, Richard Socher , 33rd International Conference on Machine Learning, ICML 2016 , 2016MultipleFree
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Towards Good Practices for Deep 3D Hand Pose Estimation
Hengkai Guo, Guijin Wang, Cairong Zhang, Xinghao Chen , Journal of Visual Communication and Image Representation , 2017PythonFree
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Learning Activation Functions to Improve Deep Neural Networks
Matthew Hoffman, Pierre Baldi, Forest Agostinelli, Peter Sadowski , 3rd International Conference on Learning Representations, ICLR 2015 - Workshop Track Proceedings , 2014MultipleFree
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Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation
Mengyu Chu, Nils Thuerey, Jonas Mayer, You Xie, Laura Leal-Taixé , ACM Transactions on Graphics , 2018MultipleFree
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Continuous Deep Q-Learning with Model-based Acceleration
Timothy Lillicrap, Shixiang Gu, Sergey Levine, Ilya Sutskever , 33rd International Conference on Machine Learning, ICML 2016 , 2016MultipleFree
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Improving Review Representations with User Attention and Product Attention for Sentiment Classification
Xin-Yu Dai, Jiajun Chen, Shujian Huang, Zhen Wu, Cunyan Yin , 32nd AAAI Conference on Artificial Intelligence, AAAI 2018 , 2018PythonFree
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Multi-View Stereo 3D Edge Reconstruction
Matteo Matteucci, Andrea Romanoni, Andrea Bignoli , Proceedings - 2018 IEEE Winter Conference on Applications of Computer Vision, WACV 2018 , 2018C++Free
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David Silver, John Quan, Ioannis Antonoglou, Tom Schaul , Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI , 2015MultipleFree
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GP-GAN: Towards Realistic High-Resolution Image Blending
Kaiqi Huang, Shuai Zheng, Junge Zhang, Huikai Wu , MM 2019 - Proceedings of the 27th ACM International Conference on Multimedia , 2017MultipleFree
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A Systematic Evaluation of Recent Deep Learning Architectures for Fine-Grained Vehicle Classification
Krassimir Valev, Arne Schumann, Jürgen Beyerer, Lars Sommer , Proceedings of SPIE - The International Society for Optical Engineering , 2018Jupyter NotebookFree
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BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
Xiao Lin, Wenwu Ou, Changhua Pei, Fei Sun, Jun Liu, Jian Wu, Peng Jiang , International Conference on Information and Knowledge Management, Proceedings , 2019PythonFree
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Variational Autoencoders for Collaborative Filtering
Rahul G. Krishnan, Matthew D. Hoffman, Dawen Liang, Tony Jebara , WSDM 2019 - Proceedings of the 12th ACM International Conference on Web Search and Data Mining , 2018MultipleFree
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Density estimation using Real NVP
Samy Bengio, Jascha Sohl-Dickstein, Laurent Dinh , 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings , 2016MultipleFree
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Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks
Ofer Lavi, Yonatan Belinkov, Yossi Adi, Yoav Goldberg, Einat Kermany , 5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings , 2016MultipleFree
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Hierarchical Object Detection with Deep Reinforcement Learning
Ferran Marques, Jordi Torres, Xavier Giro-i-Nieto, Miriam Bellver , Deep Learning for Image Processing Applications , 2016PythonFree
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DeRPN: Taking a further step toward more general object detection
Zecheng Xie, Lianwen Jin, Yuliang Liu, Lele Xie , 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019 , 2018PythonFree
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Evolution of a Functionally Diverse Swarm via a Novel Decentralised Quality-Diversity Algorithm
Emma Hart, Ben Paechter, Andreas S. W. Steyven , GECCO 2018 - Proceedings of the 2018 Genetic and Evolutionary Computation Conference , 2018C++Free
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Finite Sample Guarantees for PCA in Non-Isotropic and Data-Dependent Noise
Namrata Vaswani, Praneeth Narayanamurthy , 55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017 , 2017MatlabFree
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Learning Deep Latent Spaces for Multi-Label Classification
Wei-Chieh Wu, Chih-Kuan Yeh, Yu-Chiang Frank Wang, Wei-Jen Ko , 31st AAAI Conference on Artificial Intelligence, AAAI 2017 , 2017MatlabFree
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Generalized Low Rank Models
Madeleine Udell, Stephen Boyd, Corinne Horn, Reza Zadeh , Foundations and Trends in Machine Learning , 2014JuliaFree
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A low variance consistent test of relative dependency
Wacha Bounliphone, Arthur Tenenhaus, Arthur Gretton, Matthew Blaschko , 32nd International Conference on Machine Learning, ICML 2015 , 2014MatlabFree
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Learning recurrent dynamics in spiking networks
Christopher Kim, Carson Chow , eLife , 2018JuliaFree
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Random directions stochastic approximation with deterministic perturbations
Shalabh Bhatnagar, Nirav Bhavsar, Prashanth L A, Michael Fu, Steven I. Marcus , IEEE Transactions on Automatic Control , 2018JavaFree
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Disentangling factors of variation in deep representations using adversarial training
Aditya Ramesh, Junbo Zhao, Pablo Sprechmann, Michael Mathieu, Yann LeCun , Advances in Neural Information Processing Systems , 2016MultipleFree
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Konda Reddy Mopuri, Aditya Ganeshan, R. Venkatesh Babu , IEEE Transactions on Pattern Analysis and Machine Intelligence , 2018PythonFree
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Snorkel: Rapid Training Data Creation with Weak Supervision
Stephen H. Bach, Jason Fries, Henry Ehrenberg, Christopher Ré, Sen Wu, Alexander Ratner , VLDB Journal , 2017MultipleFree
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A Universal Music Translation Network
Adam Polyak, Yaniv Taigman, Lior Wolf, Noam Mor , 7th International Conference on Learning Representations, ICLR 2019 , 2018MultipleFree
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Maedeh Aghaei, Marco Carletti, Francesco Giuliari, Marco Godi, Marco Cristani , British Machine Vision Conference 2018, BMVC 2018 , 2018MultipleFree
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StarSpace: Embed All The Things!
Antoine Bordes, Adam Fisch, Jason Weston, Sumit Chopra, Keith Adams, Ledell Wu , 32nd AAAI Conference on Artificial Intelligence, AAAI 2018 , 2017MultipleFree