机器学习每日论文速递[03.04]

同步公众号(arXiv每日学术速递),欢迎关注,感谢支持哦~

cs.LG 方向,今日共计87篇

【1】 Hierarchically Decoupled Imitation for Morphological Transfer
标题:用于形态转移的分层解耦模仿
作者: Donald J. Hejna III, Lerrel Pinto
链接:arxiv.org/abs/2003.0170

【2】 Model Selection in Contextual Stochastic Bandit Problems
标题:上下文随机Bandit问题中的模型选择
作者: Aldo Pacchiano, Csaba Szepesvari
链接:arxiv.org/abs/2003.0170

【3】 Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks
标题:具有不同参数自由攻击集合的对抗性健壮性的可靠评估
作者: Francesco Croce, Matthias Hein
链接:arxiv.org/abs/2003.0169

【4】 Automatic Differentiation Variational Inference with Mixtures
标题:混合自动微分变分推理
作者: Warren R. Morningstar, Joshua V. Dillon
备注:Submitted to UAI 2020
链接:arxiv.org/abs/2003.0168

【5】 Compact Surjective Encoding Autoencoder for Unsupervised Novelty Detection
标题:用于无监督新颖性检测的紧凑满射编码自动编码器
作者: Jaewoo Park, Andrew Beng Jin Teoh
链接:arxiv.org/abs/2003.0166

【6】 Efficient Exploration in Constrained Environments with Goal-Oriented Reference Path
标题:具有面向目标的参考路径的约束环境中的有效探索
作者: Kei Ota, Asako Kanezaki
链接:arxiv.org/abs/2003.0164

【7】 Explaining Groups of Points in Low-Dimensional Representations
标题:解释低维表示中的点组
作者: Gregory Plumb, Ameet Talwalkar
链接:arxiv.org/abs/2003.0164

【8】 Can Increasing Input Dimensionality Improve Deep Reinforcement Learning?
标题:增加输入维度可以改善深度强化学习吗?
作者: Kei Ota, Daniel Nikovski
链接:arxiv.org/abs/2003.0162

【9】 Self-Supervised Graph Representation Learning via Global Context Prediction
标题:基于全局上下文预测的自监督图表示学习
作者: Zhen Peng, Qinghua Zheng
链接:arxiv.org/abs/2003.0160

【10】 VQ-DRAW: A Sequential Discrete VAE
标题:VQ-Draw:一种顺序离散的VAE
作者: Alex Nichol
链接:arxiv.org/abs/2003.0159

【11】 Analyzing Accuracy Loss in Randomized Smoothing Defenses
标题:随机平滑防御中的精度损失分析
作者: Yue Gao, Justin Hsu
备注:19 pages, 6 figures, 2 tables
链接:arxiv.org/abs/2003.0159

【12】 Pattern Similarity-based Machine Learning Methods for Mid-term Load Forecasting: A Comparative Study
标题:基于模式相似性的中期负荷预测机器学习方法的比较研究
作者: Grzegorz Dudek, Pawel Pelka
链接:arxiv.org/abs/2003.0147

【13】 Differentiable Causal Backdoor Discovery
标题:可区分因果后门发现
作者: Limor Gultchin, Ricardo Silva
备注:Published in the Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS) 2020, Palermo, Italy
链接:arxiv.org/abs/2003.0146

【14】 Online Joint Bid/Daily Budget Optimization of Internet Advertising Campaigns
标题:网络广告活动的在线联合竞价/日预算优化
作者: Alessandro Nuara, Marcello Restelli
链接:arxiv.org/abs/2003.0145

【15】 An Online Learning Framework for Energy-Efficient Navigation of Electric Vehicles
标题:一种用于电动汽车节能导航的在线学习框架
作者: Niklas Åkerblom, Morteza Haghir Chehreghani
链接:arxiv.org/abs/2003.0141

【16】 CRATOS: Cogination of Reliable Algorithm for Time-series Optimal Solution
标题:CRATOS:对时间序列最优解可靠算法的认识
作者: Ziling Wu, Jun Wang
链接:arxiv.org/abs/2003.0141

【17】 Self-Supervised Object-Level Deep Reinforcement Learning
标题:自我监督的对象级深度强化学习
作者: William Agnew, Pedro Domingos
链接:arxiv.org/abs/2003.0138

【18】 Curriculum By Texture
标题:按纹理划分课程
作者: Samarth Sinha, Hugo Larochelle
链接:arxiv.org/abs/2003.0136

【19】 DETECT: Deep Trajectory Clustering for Mobility-Behavior Analysis
标题:检测:用于移动性行为分析的深轨迹聚类
作者: Mingxuan Yue, Cyrus Shahabi
备注:Published as a conference paper at BigData 2019
链接:arxiv.org/abs/2003.0135

【20】 Heterogeneous Graph Transformer
标题:异类图形转换器
作者: Ziniu Hu, Yizhou Sun
备注:Published on WWW 2020
链接:arxiv.org/abs/2003.0133

【21】 Bounded Regret for Finitely Parameterized Multi-Armed Bandits
标题:有限参数化多臂强盗的有限遗憾
作者: Kishan Panaganti, Dileep Kalathil
链接:arxiv.org/abs/2003.0132

【22】 Safe Reinforcement Learning for Autonomous Vehicles through Parallel Constrained Policy Optimization
标题:基于并行约束策略优化的自主车辆安全强化学习
作者: Lu Wen, Huei Peng
链接:arxiv.org/abs/2003.0130

【23】 Regression via Implicit Models and Optimal Transport Cost Minimization
标题:隐含模型回归与最优运输成本最小化
作者: Saurav Manchanda, S. Sathiya Keerthi
链接:arxiv.org/abs/2003.0129

【24】 MPC-guided Imitation Learning of Neural Network Policies for the Artificial Pancreas
标题:人工胰腺神经网络策略的MPC引导模拟学习
作者: Hongkai Chen, Shan Lin
链接:arxiv.org/abs/2003.0128

【25】 Selectivity considered harmful: evaluating the causal impact of class selectivity in DNNs
标题:选择性被认为是有害的:评估DNNs中类选择性的因果影响
作者: Matthew L. Leavitt, Ari Morcos
链接:arxiv.org/abs/2003.0126

【26】 Rethinking Randomized Smoothing for Adversarial Robustness
标题:对对抗性随机平滑的再思考
作者: Jeet Mohapatra, Luca Daniel
链接:arxiv.org/abs/2003.0124

【27】 Fast Predictive Uncertainty for Classification with Bayesian Deep Networks
标题:贝叶斯深度网络分类的快速预测不确定性
作者: Marius Hobbhahn, Philipp Hennig
链接:arxiv.org/abs/2003.0122

【28】 Variational inference formulation for a model-free simulation of a dynamical system with unknown parameters by a recurrent neural network
标题:递归神经网络用于未知参数动态系统无模型仿真的变分推理公式
作者: Kyongmin Yeo, Jayant R. Kalagnanam
链接:arxiv.org/abs/2003.0118

【29】 RandomNet: Towards Fully Automatic Neural Architecture Design for Multimodal Learning
标题:RandomNet:面向多模态学习的全自动神经结构设计
作者: Stefano Alletto, Guillaume Rabusseau
链接:arxiv.org/abs/2003.0118

【30】 Deep Survival Machines: Fully Parametric Survival Regression and Representation Learning for Censored Data with Competing Risks
标题:深度生存机:具有竞争风险的删失数据的全参数生存回归和表示学习
作者: Chirag Nagpal, Artur Dubrawski
链接:arxiv.org/abs/2003.0117

【31】 Online Agnostic Boosting via Regret Minimization
标题:通过最小化后悔实现在线不可知的提升
作者: Nataly Brukhim, Shay Moran
链接:arxiv.org/abs/2003.0115

【32】 BATS: Binary ArchitecTure Search
标题:BATS:二进制架构搜索
作者: Adrian Bulat, Georgios Tzimiropoulos
链接:arxiv.org/abs/2003.0171

【33】 Contextual Search for General Hypothesis Classes
标题:一般假设类的上下文搜索
作者: Allen Liu, Jon Schneider
链接:arxiv.org/abs/2003.0170

【34】 Robust data encodings for quantum classifiers
标题:量子分类器的鲁棒数据编码
作者: Ryan LaRose, Brian Coyle
链接:arxiv.org/abs/2003.0169

【35】 Model Assertions for Monitoring and Improving ML Model
标题:用于监控和改进ML模型的模型断言
作者: Daniel Kang, Matei Zaharia
链接:arxiv.org/abs/2003.0166

【36】 Theoretical Understanding of Batch-normalization: A Markov Chain Perspective
标题:批次归一化的理论理解:马尔可夫链视角
作者: Hadi Daneshmand, Aurelien Lucchi
链接:arxiv.org/abs/2003.0165

【37】 Single-exposure absorption imaging of ultracold atoms using deep learning
标题:基于深度学习的超冷原子单次曝光吸收成像
作者: Gal Ness, Yoav Sagi
链接:arxiv.org/abs/2003.0164

【38】 Volumetric landmark detection with a multi-scale shift equivariant neural network
标题:基于多尺度移位等变神经网络的体积地标检测
作者: Tianyu Ma, Mert R. Sabuncu
链接:arxiv.org/abs/2003.0163

【39】 Exploring the Efficacy of Transfer Learning in Mining Image-Based Software Artifacts
标题:迁移学习在挖掘基于图像的软件工件中的有效性探讨
作者: Natalie Best, Erik Linstead
链接:arxiv.org/abs/2003.0162

【40】 SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks
标题:SELD-TCN:基于时间卷积网络的声音事件定位与检测
作者: Karim Guirguis, Bin Yang
备注:5 pages, 3 tables, 2 figures. Submitted to EUSIPCO 2020
链接:arxiv.org/abs/2003.0160

【41】 Rigid-Soft Interactive Learning for Robust Grasping
标题:用于鲁棒抓取的刚-软交互学习
作者: Linhan Yang, Chaoyang Song
备注:8 pages, 5 figures, Accepted for IEEE RAL and IEEE ICRA 2020
链接:arxiv.org/abs/2003.0158

【42】 Scalable Tactile Sensing for an Omni-adaptive Soft Robot Finger
标题:全向自适应软机器人手指的可伸缩触觉传感
作者: Zeyi Yang, Chaoyang Song
备注:8 pages, 6 figures, full-length version of a submission to IEEE RoboSoft 2020
链接:arxiv.org/abs/2003.0158

【43】 Reconfigurable Design for Omni-adaptive Grasp Learning
标题:全适应抓取学习的可重构设计
作者: Fang Wan, Chaoyang Song
备注:8 pages, 9 figures, full-length version of a submission to IEEE RoboSoft 2020
链接:arxiv.org/abs/2003.0158

【44】 A New MRAM-based Process In-Memory Accelerator for Efficient Neural Network Training with Floating Point Precision
标题:一种新的基于MRAM的用于浮点精度高效神经网络训练的过程内存加速器
作者: Hongjie Wang, Yingyan Lin
备注:Accepted by the IEEE International Symposium on Circuits and Systems 2020 (ISCAS'2020)
链接:arxiv.org/abs/2003.0155

【45】 Explainable and Scalable Machine-Learning Algorithms for Detection of Autism Spectrum Disorder using fMRI Data
标题:使用fMRI数据检测自闭症频谱障碍的可解释和可扩展的机器学习算法
作者: Taban Eslami, Fahad Saeed
链接:arxiv.org/abs/2003.0154

【46】 FlexServe: Deployment of PyTorch Models as Flexible REST Endpoints
标题:FlexServe:将PyTorch模型部署为灵活的REST端点
作者: Edward Verenich, Faraz Hussain
链接:arxiv.org/abs/2003.0153

【47】 Voice Separation with an Unknown Number of Multiple Speakers
标题:具有未知数量的多个说话者的语音分离
作者: Eliya Nachmani, Lior Wolf
链接:arxiv.org/abs/2003.0153

【48】 On the rate of convergence of image classifiers based on convolutional neural networks
标题:基于卷积神经网络的图像分类器收敛速度研究
作者: M. Kohler, B. Walter
链接:arxiv.org/abs/2003.0152

【49】 Amateur Drones Detection: A machine learning approach utilizing the acoustic signals in the presence of strong interference
标题:业余无人机检测:一种在强干扰存在下利用声信号的机器学习方法
作者: Zahoor Uddin, Ali Kashif Bashir
备注:25 pages, 10 figures, accepted for the publication in future issue of "Computer Communications (2020)"
链接:arxiv.org/abs/2003.0151

【50】 Graph Representation Learning for Merchant Incentive Optimization in Mobile Payment Marketing
标题:移动支付营销中商家激励优化的图形表示学习
作者: Ziqi Liu, Yuan Qi
链接:arxiv.org/abs/2003.0151

【51】 Two Routes to Scalable Credit Assignment without Weight Symmetry
标题:无权对称的可扩展信用分配的两种途径
作者: Daniel Kunin, Daniel L. K. Yamins
备注:19 pages including supplementary information, 10 figures
链接:arxiv.org/abs/2003.0151

【52】 Towards Novel Insights in Lattice Field Theory with Explainable Machine Learning
标题:用可解释的机器学习实现格子理论中的新见解
作者: Stefan Bluecher, Julian M. Urban
链接:arxiv.org/abs/2003.0150

【53】 A Permutation-Equivariant Neural Network Architecture For Auction Design
标题:一种用于拍卖设计的置换-等变神经网络体系结构
作者: Jad Rahme, S. Matthew Weinberg
链接:arxiv.org/abs/2003.0149

【54】 End-to-End Fast Training of Communication Links Without a Channel Model via Online Meta-Learning
标题:通过在线元学习的无通道模型的通信链路的端到端快速训练
作者: Sangwoo Park, Joonhyuk Kang
链接:arxiv.org/abs/2003.0147

【55】 XGPT: Cross-modal Generative Pre-Training for Image Captioning
标题:XGPT:图像字幕的跨模式生成预训练
作者: Qiaolin Xia, Ming Zhou
链接:arxiv.org/abs/2003.0147

【56】 Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion
标题:用于三维形状重建和完成的特征空间中的隐函数
作者: Julian Chibane, Gerard Pons-Moll
链接:arxiv.org/abs/2003.0145

【57】 3D dynamic hand gestures recognition using the Leap Motion sensor and convolutional neural networks
标题:基于Leap运动传感器和卷积神经网络的3D动态手势识别
作者: Katia Lupinetti, Marina Monti
备注:Conference paper, 19 pages
链接:arxiv.org/abs/2003.0145

【58】 Nonlinear Functional Output Regression: a Dictionary Approach
标题:非线性函数输出回归:字典方法
作者: Dimitri Bouche, Florence d'Alché-Buc
链接:arxiv.org/abs/2003.0143

【59】 Embodied Synaptic Plasticity with Online Reinforcement learning
标题:具体化突触可塑性与在线强化学习
作者: Jacques Kaiser, Rudiger Dillmann
链接:arxiv.org/abs/2003.0143

【60】 Scalable Distributed Approximation of Internal Measures for Clustering Evaluation
标题:用于聚类评估的内部测度的可伸缩分布近似
作者: Federico Altieri, Fabio Vandin
链接:arxiv.org/abs/2003.0143

【61】 ABC-LMPC: Safe Sample-Based Learning MPC for Stochastic Nonlinear Dynamical Systems with Adjustable Boundary Conditions
标题:ABC-LMPC:带可调边界条件的随机非线性动力系统基于样本的安全学习MPC
作者: Brijen Thananjeyan, Ken Goldberg
链接:arxiv.org/abs/2003.0141

【62】 DeepSperm: A robust and real-time bull sperm-cell detection in densely populated semen videos
标题:DeepSperm:在密集的精液视频中进行健壮和实时的公牛精子细胞检测
作者: Priyanto Hidayatullah, Supraptono Supraptono
链接:arxiv.org/abs/2003.0139

【63】 Fully Convolutional Networks for Automatically Generating Image Masks to Train Mask R-CNN
标题:全卷积网络自动生成图像掩模训练掩模R-CNN
作者: Hao Wu, Jan Paul Siebert
链接:arxiv.org/abs/2003.0138

【64】 Convo: What does conversational programming need? An exploration of machine learning interface design
标题:CONO:会话编程需要什么?机器学习界面设计探讨
作者: Jessica Van Brummelen, Catherine Yeo
备注:9 pages, 7 figures, submitted to VL/HCC 2020, for associated user study video: this https URL
链接:arxiv.org/abs/2003.0131

【65】 Distributed Cooperative Decision Making in Multi-agent Multi-armed Bandits
标题:多智能体多臂帮派中的分布式协同决策
作者: Peter Landgren, Naomi Ehrich Leonard
链接:arxiv.org/abs/2003.0131

【66】 Gastric histopathology image segmentation using a hierarchical conditional random field
标题:基于分层条件随机场的胃组织病理学图像分割
作者: Changhao Sun, Xiaoyan Li
链接:arxiv.org/abs/2003.0130

【67】 Few-Shot Relation Learning with Attention for EEG-based Motor Imagery Classification
标题:基于EEG的运动图像分类中关注的少发关系学习
作者: Sion An, Sang Hyun Park
备注:6 pages. We submitted this paper as first submission on IROS2020
链接:arxiv.org/abs/2003.0130

【68】 Accelerating Generalized Benders Decomposition for Wireless Resource Allocation
标题:无线资源分配的加速广义本德斯分解
作者: Mengyuan Lee, Huaiyu Dai
链接:arxiv.org/abs/2003.0129

【69】 Overall error analysis for the training of deep neural networks via stochastic gradient descent with random initialisation
标题:用随机初始化随机梯度下降训练深层神经网络的总体误差分析
作者: Arnulf Jentzen, Timo Welti
链接:arxiv.org/abs/2003.0129

【70】 Just SLaQ When You Approximate: Accurate Spectral Distances for Web-Scale Graphs
标题:近似时只需SLaQ:网络比例图的精确光谱距离
作者: Anton Tsitsulin, Bryan Perozzi
备注:To appear at TheWebConf (WWW) 2020
链接:arxiv.org/abs/2003.0128

【71】 Disrupting DeepFakes: Adversarial Attacks Against Conditional Image Translation Networks and Facial Manipulation Systems
标题:颠覆DeepFakes:对条件图像翻译网络和面部操作系统的敌对攻击
作者: Nataniel Ruiz, Stan Sclaroff
链接:arxiv.org/abs/2003.0127

【72】 Predicting A Creator's Preferences In, and From, Interactive Generative Art
标题:预测创作者在互动生成艺术中和从互动生成艺术中的偏好
作者: Devi Parikh
链接:arxiv.org/abs/2003.0127

【73】 Med7: a transferable clinical natural language processing model for electronic health records
标题:MED7:一种用于电子健康记录的可转移的临床自然语言处理模型
作者: Andrey Kormilitzin, Alejo Nevado-Holgado
链接:arxiv.org/abs/2003.0127

【74】 Explicitly Trained Spiking Sparsity in Spiking Neural Networks with Backpropagation
标题:反向传播脉冲神经网络中显式训练的脉冲稀疏性
作者: Jason M. Allred, Kaushik Roy
链接:arxiv.org/abs/2003.0125

【75】 Iterate Averaging Helps: An Alternative Perspective in Deep Learning
标题:迭代平均帮助:深度学习中的另一种视角
作者: Diego Granziol, Stephen Roberts
备注:9 pages, 8 figures, 21 pages including references and appendix
链接:arxiv.org/abs/2003.0124

【76】 Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning
标题:基于进化元学习的快速自适应腿机器人
作者: Xingyou Song, Jie Tan
链接:arxiv.org/abs/2003.0123

【77】 Exactly Computing the Local Lipschitz Constant of ReLU Networks
标题:精确计算RELU网络的局部Lipschitz常数
作者: Matt Jordan, Alexandros G. Dimakis
链接:arxiv.org/abs/2003.0121

【78】 Adversarial Generation of Informative Trajectories for Dynamics System Identification
标题:用于动力学系统辨识的信息轨迹的对抗性生成
作者: Marija Jegorova, Timothy Hospedales
备注:Submitted to iROS2020
链接:arxiv.org/abs/2003.0119

【79】 LiDARNet: A Boundary-Aware Domain Adaptation Model for Lidar Point Cloud Semantic Segmentation
标题:LiDARNet:一种边界感知的Lidar点云语义分割的域自适应模型
作者: Peng Jiang, Srikanth Saripalli
链接:arxiv.org/abs/2003.0117

【80】 A Semi-supervised Graph Attentive Network for Financial Fraud Detection
标题:一种用于金融欺诈检测的半监督图关注网络
作者: Daixin Wang, Yuan Qi
链接:arxiv.org/abs/2003.0117

【81】 A Functional EM Algorithm for Panel Count Data with Missing Counts
标题:具有缺失计数的面板计数数据的泛函EM算法
作者: Alexander Moreno, James M. Rehg
链接:arxiv.org/abs/2003.0116

【82】 Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware
标题:深度和尖峰神经网络的强化联合学习用于具有神经形态硬件的节能型无障碍导航
作者: Guangzhi Tang, Konstantinos P. Michmizos
链接:arxiv.org/abs/2003.0115

【83】 Real-World Human-Robot Collaborative Reinforcement Learning
标题:真实世界的人-机器人协同强化学习
作者: Ali Shafti, A. Aldo Faisal
备注:6 pages - under review at IROS2020
链接:arxiv.org/abs/2003.0115

【84】 Towards Probability-based Safety Verification of Systems with Components from Machine Learning
标题:基于概率的机器学习构件系统安全验证
作者: Hermann Kaindl, Stefan Kramer
链接:arxiv.org/abs/2003.0115

【85】 A Framework for Interdomain and Multioutput Gaussian Processes
标题:域间多输出高斯过程的一个框架
作者: Mark van der Wilk, James Hensman
链接:arxiv.org/abs/2003.0111

【86】 A Note on Latency Variability of Deep Neural Networks for Mobile Inference
标题:关于用于移动推理的深层神经网络的潜伏期变异性的一个注记
作者: Luting Yang, Shaolei Ren
链接:arxiv.org/abs/2003.0013

【87】 Language as a Cognitive Tool to Imagine Goals in Curiosity-Driven Exploration
标题:语言在好奇心驱动的探索中作为想象目标的认知工具
作者: Cédric Colas, Pierre-Yves Oudeyer
链接:arxiv.org/abs/2002.0925

机器翻译,仅供参考

发布于 2020-03-04 12:38