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[1] Efficient Algorithms for Non-convex Isotonic Regression through Submodular OptimizationAuthors: Francis Bach

[2] Structure-Aware Convolutional Neural Networks
Authors: Jianlong Chang Jie Gu Lingfeng Wang

GAOFENG MENG SHIMING XIANG Chunhong Pan

[3] Kalman Normalization: Normalizing Internal Representations Across Network Layers
Authors: Guangrun Wang jiefeng peng Ping Luo Xinjiang Wang Liang Lin

[4] HOGWILD!-Gibbs can be PanAccurate
Authors: Constantinos Daskalakis Nishanth Dikkala Siddhartha Jayanti

[5] Text-Adaptive Generative Adversarial Networks: Manipulating Images with Natural Language
Authors: Seonghyeon Nam Yunji Kim Seon Joo Kim

[6] IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis
Authors: Huaibo Huang zhihang li Ran He Zhenan Sun Tieniu Tan

[7] Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with \beta-Divergences

Authors: Jeremias Knoblauch Jack E. Jewson Theodoros Damoulas

[8] Adapted Deep Embeddings: A Synthesis of Methods for k-Shot Inductive Transfer Learning
Authors: Tyler Scott Karl Ridgeway Michael C. Mozer

[9] Generalized Inverse Optimization through Online Learning
Authors: Chaosheng Dong Yiran Chen Bo Zeng

[10] An Off-policy Policy Gradient Theorem Using Emphatic Weightings
Authors: Ehsan Imani Eric Graves Martha White

[11] Supervised autoencoders: Improving generalization performance with unsupervised regularizers
Authors: Lei Le Andrew Patterson Martha White

[12] Visual Object Networks: Image Generation with Disentangled 3D Representations
Authors: Jun-Yan Zhu Zhoutong Zhang Chengkai Zhang Jiajun Wu Antonio Torralba Josh Tenenbaum Bill Freeman

[13] Understanding Weight Normalized Deep Neural Networks with Rectified Linear Units
Authors: Yixi Xu Xiao Wang

[14] Learning Pipelines with Limited Data and Domain Knowledge: A Study in Parsing Physics Problems
Authors: Mrinmaya Sachan Kumar Avinava Dubey Tom M. Mitchell Dan Roth Eric P. Xing

[15] Learning long-range spatial dependencies with horizontal gated recurrent units
Authors: Drew Linsley Junkyung Kim Vijay Veerabadran Charles Windolf Thomas Serre

[16] Joint Sub-bands Learning with Clique Structures for Wavelet Domain Super-Resolution
Authors: Zhisheng Zhong Tiancheng Shen Yibo Yang Zhouchen Lin Chao Zhang

[17] Fast Similarity Search via Optimal Sparse Lifting
Authors: Wenye Li Jingwei Mao Yin Zhang Shuguang Cui

[18] Learning Deep Disentangled Embeddings With the F-Statistic Loss
Authors: Karl Ridgeway Michael C. Mozer

[19] Geometrically Coupled Monte Carlo Sampling
Authors: Mark Rowland Krzysztof M. Choromanski François Chalus Aldo Pacchiano Tamas Sarlos Richard E. Turner Adrian Weller

[20] Cooperative Holistic Scene Understanding: Unifying 3D Object, Layout, and Camera Pose Estimation
Authors: Siyuan Huang Siyuan Qi Yinxue Xiao Yixin Zhu Ying Nian Wu Song-Chun Zhu

[21] An Efficient Pruning Algorithm for Robust Isotonic Regression
Authors: Cong Han Lim

[22] PAC-learning in the presence of adversaries
Authors: Daniel Cullina Arjun Nitin Bhagoji Prateek Mittal

[23] Sparse DNNs with Improved Adversarial Robustness
Authors: Yiwen Guo Chao Zhang Changshui Zhang Yurong Chen

[24] Snap ML: A Hierarchical Framework for Machine Learning
Authors: Celestine Dünner Thomas Parnell Dimitrios Sarigiannis Nikolas Ioannou Andreea Anghel Gummadi Ravi Madhusudanan Kandasamy Haralampos Pozidis

[25] See and Think: Disentangling Semantic Scene Completion
Authors: Shice Liu YU HU Yiming Zeng Qiankun Tang Beibei Jin Yinhe Han Xiaowei Li

[26] Chain of Reasoning for Visual Question Answering
Authors: Chenfei Wu Jinlai Liu Xiaojie Wang Xuan Dong

[27] Sigsoftmax: Reanalysis of the Softmax Bottleneck
Authors: Sekitoshi Kanai Yasuhiro Fujiwara Yuki Yamanaka Shuichi Adachi

[28] Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation
Authors: Wenqi Ren Jiawei Zhang Lin Ma Jinshan Pan Xiaochun Cao Wangmeng Zuo Wei Liu Ming-Hsuan Yang

[29] Probabilistic Pose Graph Optimization via Bingham Distributions and Tempered Geodesic MCMC
Authors: Tolga Birdal Umut Simsekli Mustafa Onur Eken Slobodan Ilic

[30] MetaAnchor: Learning to Detect Objects with Customized Anchors
Authors: Tong Yang Xiangyu Zhang Zeming Li Wenqiang Zhang Jian Sun

[31] Image Inpainting via Generative Multi-column Convolutional Neural Networks
Authors: Yi Wang Xin Tao Xiaojuan Qi Xiaoyong Shen Jiaya Jia

[32] On Misinformation Containment in Online Social Networks
Authors: Amo Tong Ding-Zhu Du Weili Wu

[33] A^2-Nets: Double Attention Networks
Authors: Yunpeng Chen Yannis Kalantidis Jianshu Li Shuicheng Yan Jiashi Feng

[34] Self-Supervised Generation of Spatial Audio for 360° Video
Authors: Pedro Morgado Nuno Nvasconcelos Timothy Langlois Oliver Wang

[35] How Many Samples are Needed to Estimate a Convolutional Neural Network?
Authors: Simon S. Du Yining Wang Xiyu Zhai Sivaraman Balakrishnan Ruslan R. Salakhutdinov Aarti Singh

[36] Algorithmic Regularization in Learning Deep Homogeneous Models: Layers are Automatically Balanced
Authors: Simon S. Du Wei Hu Jason D. Lee

[37] Optimization for Approximate Submodularity
Authors: Yaron Singer Avinatan Hassidim

[38] (Probably) Concave Graph Matching
Authors: Haggai Maron Yaron Lipman

[39] Deep Defense: Training DNNs with Improved Adversarial Robustness
Authors: Ziang Yan Yiwen Guo Changshui Zhang

[40] Rest-Katyusha: Exploiting the Solution’s Structure via Scheduled Restart Schemes
Authors: Junqi Tang Mohammad Golbabaee Francis Bach Mike E. davies

[41] Implicit Reparameterization Gradients
Authors: Mikhail Figurnov Shakir Mohamed Andriy Mnih

[42] Training DNNs with Hybrid Block Floating Point
Authors: Mario Drumond Tao LIN Martin Jaggi Babak Falsafi

[43] A Model for Learned Bloom Filters and Optimizing by Sandwiching
Authors: Michael Mitzenmacher

[44] Soft-Gated Warping-GAN for Pose-Guided Person Image Synthesis
Authors: Haoye Dong Xiaodan Liang Ke Gong Hanjiang Lai Jia Zhu Jian Yin

[45] Deep Functional Dictionaries: Learning Consistent Semantic Structures on 3D Models from Functions
Authors: Minhyuk Sung Hao Su Ronald Yu Leonidas J. Guibas

[46] Nonlocal Neural Networks, Nonlocal Diffusion and Nonlocal Modeling
Authors: Yunzhe Tao Qi Sun Qiang Du Wei Liu

[47] Are ResNets Provably Better than Linear Predictors?
Authors: Ohad Shamir

[48] Learning to Decompose and Disentangle Representations for Video Prediction
Authors: Jun-Ting Hsieh Bingbin Liu De-An Huang Li F. Fei-Fei Juan Carlos Niebles

[49] Multi-Task Learning as Multi-Objective Optimization
Authors: Ozan Sener Vladlen Koltun

[50] Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search
Authors: Zhuwen Li Qifeng Chen Vladlen Koltun

[51] Self-Erasing Network for Integral Object Attention
Authors: Qibin Hou PengTao Jiang Yunchao Wei Ming-Ming Cheng

[52] LinkNet: Relational Embedding for Scene Graph
Authors: Sanghyun Woo Dahun Kim Donghyeon Cho In So Kweon

[53] How to Start Training: The Effect of Initialization and Architecture
Authors: Boris Hanin David Rolnick

[54] Which Neural Net Architectures Give Rise to Exploding and Vanishing Gradients?
Authors: Boris Hanin

[55] Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives
Authors: Amit Dhurandhar Pin-Yu Chen Ronny Luss Chun-Chen Tu Paishun Ting Karthikeyan Shanmugam Payel Das

[56] HitNet: Hybrid Ternary Recurrent Neural Network
Authors: Peiqi Wang Xinfeng Xie Lei Deng Guoqi Li Dongsheng Wang Yuan Xie

[57] A Unified Framework for Extensive-Form Game Abstraction with Bounds
Authors: Christian Kroer Tuomas Sandholm

[58] Removing the Feature Correlation Effect of Multiplicative Noise
Authors: Zijun Zhang Yining Zhang Zongpeng Li

[59] Maximum-Entropy Fine Grained Classification
Authors: Abhimanyu Dubey Otkrist Gupta Ramesh Raskar Nikhil Naik

[60] On Learning Markov Chains
Authors: Yi HAO Alon Orlitsky Venkatadheeraj Pichapati

[61] A Neural Compositional Paradigm for Image Captioning
Authors: Bo Dai Sanja Fidler Dahua Lin

[62] Quantifying Learning Guarantees for Convex but Inconsistent Surrogates
Authors: Kirill Struminsky Simon Lacoste-Julien Anton Osokin

[63] Dialog-based Interactive Image Retrieval
Authors: Xiaoxiao Guo Hui Wu Yu Cheng Steven Rennie Gerald Tesauro Rogerio Feris

[64] SPIDER: Near-Optimal Non-Convex Optimization via Stochastic Path-Integrated Differential Estimator
Authors: Cong Fang Chris Junchi Li Zhouchen Lin Tong Zhang

[65] Are GANs Created Equal? A Large-Scale Study
Authors: Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet

[66] Learning Disentangled Joint Continuous and Discrete Representations
Authors: Emilien Dupont

[67] TADAM: Task dependent adaptive metric for improved few-shot learning
Authors: Boris Oreshkin Pau Rodríguez López Alexandre Lacoste

[68] Do Less, Get More: Streaming Submodular Maximization with Subsampling
Authors: Moran Feldman Amin Karbasi Ehsan Kazemi

[69] Sparse Covariance Modeling in High Dimensions with Gaussian Processes
Authors: Rui Li Kishan KC Feng Cui Justin Domke Anne Haake

[70] Deep Neural Nets with Interpolating Function as Output Activation
Authors: Bao Wang Xiyang Luo Zhen Li Wei Zhu Zuoqiang Shi Stanley Osher

[71] FishNet: A Versatile Backbone for Image, Region, and Pixel Level Prediction
Authors: Shuyang Sun Jiangmiao Pang Jianping Shi Shuai Yi Wanli Ouyang

[72] Visual Memory for Robust Path Following
Authors:

[73] KDGAN: Knowledge Distillation with Generative Adversarial Networks
Authors: Xiaojie Wang Rui Zhang Yu Sun Jianzhong Qi

[74] Long short-term memory and Learning-to-learn in networks of spiking neurons
Authors: Guillaume Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass

[75] Greedy Hash: Towards Fast Optimization for Accurate Hash Coding in CNN
Authors: Shupeng Su Chao Zhang Kai Han Yonghong Tian

[76] Informative Features for Model Comparison
Authors: Wittawat Jitkrittum Heishiro Kanagawa Patsorn Sangkloy James Hays Bernhard Schölkopf Arthur Gretton

[77] PointCNN: Convolution On X-Transformed Points
Authors: Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen

[78] Connectionist Temporal Classification with Maximum Entropy Regularization
Authors: Hu Liu Sheng Jin Changshui Zhang

[79] Large Margin Deep Networks for Classification
Authors: Gamaleldin Elsayed Dilip Krishnan Hossein Mobahi Kevin Regan Samy Bengio

[80] Generalizing Graph Matching beyond Quadratic Assignment Model
Authors: Tianshu Yu Junchi Yan Yilin Wang Wei Liu baoxin Li

[81] Solving Large Sequential Games with the Excessive Gap Technique
Authors: Christian Kroer Gabriele Farina Tuomas Sandholm

[82] Discrimination-aware Channel Pruning for Deep Neural Networks
Authors: Zhuangwei Zhuang Mingkui Tan Bohan Zhuang Jing Liu Yong Guo Qingyao Wu Junzhou Huang Jinhui Zhu

[83] On the Dimensionality of Word Embedding
Authors:

[84] Reinforced Continual Learning
Authors: Ju Xu Zhanxing Zhu

[85] Uncertainty-Aware Attention for Reliable Interpretation and Prediction
Authors: Jay Heo Hae Beom Lee Saehoon Kim Juho Lee Kwang Joon Kim Eunho Yang Sung Ju Hwang

[86] DropMax: Adaptive Variational Softmax
Authors: Hae Beom Lee Juho Lee Saehoon Kim Eunho Yang Sung Ju Hwang

[87] Posterior Concentration for Sparse Deep Learning
Authors: Veronika Rockova nicholas polson

[88] A flexible model for training action localization with varying levels of supervision
Authors: Guilhem Chéron Jean-Baptiste Alayrac Ivan Laptev Cordelia Schmid

[89] A Deep Bayesian Policy Reuse Approach Against Non-Stationary Agents
Authors: YAN ZHENG Zhaopeng Meng Jianye Hao Zongzhang Zhang Tianpei Yang Changjie Fan

[90] Empirical Risk Minimization in Non-interactive Local Differential Privacy Revisited
Authors: Di Wang Marco Gaboardi Jinhui Xu

[91] Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks
Authors: Hang Gao Zheng Shou Alireza Zareian Hanwang Zhang Shih-Fu Chang

[92] Learning semantic similarity in a continuous space
Authors: Michel Deudon

[93] MetaReg: Towards Domain Generalization using Meta-Regularization
Authors: Yogesh Balaji Swami Sankaranarayanan Rama Chellappa

[94] Boosted Sparse and Low-Rank Tensor Regression
Authors: Lifang He Kun Chen Wanwan Xu Jiayu Zhou Fei Wang

[95] Domain-Invariant Projection Learning for Zero-Shot Recognition
Authors: An Zhao Mingyu Ding Jiechao Guan Zhiwu Lu Tao Xiang Ji-Rong Wen

[96] Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding
Authors: Kexin Yi Jiajun Wu Chuang Gan Antonio Torralba Pushmeet Kohli Josh Tenenbaum

[97] Frequency-Domain Dynamic Pruning for Convolutional Neural Networks
Authors: Zhenhua Liu Jizheng Xu Xiulian Peng Ruiqin Xiong

[98] Quadratic Decomposable Submodular Function Minimization
Authors: Pan Li Niao He Olgica Milenkovic

[99] A Block Coordinate Ascent Algorithm for Mean-Variance Optimization
Authors: Tengyang Xie Bo Liu Yangyang Xu Mohammad Ghavamzadeh Yinlam Chow Daoming Lyu Daesub Yoon

[100] \ell_1-regression with Heavy-tailed Distributions
Authors: Lijun Zhang Zhi-Hua Zhou

[101] Neural Nearest Neighbors Networks
Authors: Tobias Plötz Stefan Roth

[102] Efficient nonmyopic batch active search
Authors: Shali Jiang Gustavo Malkomes Matthew Abbott Benjamin Moseley Roman Garnett

[103] A Game-Theoretic Approach to Recommendation Systems with Strategic Content Providers
Authors: Omer Ben-Porat Moshe Tennenholtz

[104] Interactive Structure Learning with Structural Query-by-Committee
Authors: Christopher Tosh Sanjoy Dasgupta

[105] Global Geometry of Multichannel Sparse Blind Deconvolution on the Sphere
Authors: Yanjun Li Yoram Bresler

[106] Video-to-Video Synthesis
Authors: Ting-Chun Wang Ming-Yu Liu Jun-Yan Zhu Nikolai Yakovenko Andrew Tao Jan Kautz Bryan Catanzaro

[107] How To Make the Gradients Small Stochastically: Even Faster Convex and Nonconvex SGD
Authors: Zeyuan Allen-Zhu

[108] Synthesize Policies for Transfer and Adaptation across Tasks and Environments
Authors: Hexiang Hu Liyu Chen Boqing Gong Fei Sha

[109] Adversarial vulnerability for any classifier
Authors: Alhussein Fawzi Hamza Fawzi Omar Fawzi

[110] Evolution-Guided Policy Gradient in Reinforcement Learning
Authors: Shauharda Khadka Kagan Tumer

[111] Toddler-Inspired Visual Object Learning
Authors: Sven Bambach David Crandall Linda Smith Chen Yu

[112] Alternating optimization of decision trees, with application to learning sparse oblique trees
Authors: Miguel A. Carreira-Perpinan Pooya Tavallali

[113] FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification
Authors: Yixiao Ge Zhuowan Li Haiyu Zhao Guojun Yin Shuai Yi Xiaogang Wang hongsheng Li

[114] New Insight into Hybrid Stochastic Gradient Descent: Beyond With-Replacement Sampling and Convexity
Authors: Pan Zhou X