2020.01.13 Learning papers

 

01-09-2020

Shallow Encoder Deep Decoder (SEDD) Networks for Image Encryption and Decryption
by Chirag Gupta

01-10-2020

Explaining the Explainer: A First Theoretical Analysis of LIME
by Damien Garreau et al

01-09-2020

Trajectron++: Multi-Agent Generative Trajectory Forecasting With Heterogeneous Data for Control
by Tim Salzmann et al

01-08-2020

Censored Quantile Regression Forest
by Alexander Hanbo Li et al

01-07-2020

Poly-time universality and limitations of deep learning
by Emmanuel Abbe et al

01-08-2020

To Transfer or Not to Transfer: Misclassification Attacks Against Transfer Learned Text Classifiers
by Bijeeta Pal et al

01-08-2020

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius
by Runtian Zhai et al

01-07-2020

Multimodal Semantic Transfer from Text to Image. Fine-Grained Image Classification by Distributional Semantics
by Simon Donig et al

01-09-2020

Dont Judge an Object by Its Context: Learning to Overcome Contextual Bias
by Krishna Kumar Singh et al

01-09-2020

DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
by Liming Jiang et al

01-10-2020

A new approach for trading based on Long Short Term Memory technique
by Zineb Lanbouri et al

01-09-2020

What is the Value of Data? On Mathematical Methods for Data Quality Estimation
by Netanel Raviv et al

01-09-2020

D-GCCA: Decomposition-based Generalized Canonical Correlation Analysis for Multiple High-dimensional Datasets
by Hai Shu et al

01-07-2020

Fast and robust multiplane single molecule localization microscopy using deep neural network
by Toshimitsu Aritake et al

01-07-2020

IMLI: An Incremental Framework for MaxSAT-Based Learning of Interpretable Classification Rules
by Bishwamittra Ghosh et al

01-07-2020

Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method
by Pengzhou et al

01-07-2020

Reanalysis of Variance Reduced Temporal Difference Learning
by Tengyu Xu et al

01-09-2020

Spherical Image Generation from a Single Normal Field of View Image by Considering Scene Symmetry
by Takayuki Hara et al

01-08-2020

Explainable Deep Convolutional Candlestick Learner
by Jun-Hao Chen et al

01-08-2020

iDLG: Improved Deep Leakage from Gradients
by Bo Zhao et al

01-08-2020

Dont Forget The Past: Recurrent Depth Estimation from Monocular Video
by Vaishakh Patil et al

01-09-2020

How to trap a gradient flow
by Sébastien Bubeck et al

01-10-2020

Pruning Convolutional Neural Networks with Self-Supervision
by Mathilde Caron et al

01-10-2020

A Two-step-training Deep Learning Framework for Real-time Computational Imaging without Physics Priors
by Ruibo Shang et al

01-09-2020

Regularity and stability of feedback relaxed controls
by Christoph Reisinger et al

01-10-2020

SUPAID: A Rule mining based method for automatic rollout decision aid for supervisors in fleet management systems
by Sahil Manchanda et al

01-10-2020

Inductive Document Network Embedding with Topic-Word Attention
by Robin Brochier et al

01-09-2020

Virtual to Real adaptation of Pedestrian Detectors for Smart Cities
by Luca Ciampi et al

01-09-2020

Efficient Memory Management for Deep Neural Net Inference
by Yury Pisarchyk et al

01-10-2020

A sequential resource investment planning framework using reinforcement learning and simulation-based optimization: A case study on microgrid storage expansion
by S. Tsianikas et al

01-07-2020

A kernel Principal Component Analysis (kPCA) digest with a new backward mapping (pre-image reconstruction) strategy
by Alberto García-González et al

01-08-2020

Convolutional Networks with Dense Connectivity
by Gao Huang et al

01-09-2020

Closed-loop deep learning: generating forward models with back-propagation
by Sama Daryanavard et al

01-08-2020

Inflammatory Bowel Disease Biomarkers of Human Gut Microbiota Selected via Ensemble Feature Selection Methods
by Hilal Hacilar et al

01-08-2020

Lifted Hybrid Variational Inference
by Yuqiao Chen et al

01-08-2020

An improved online learning algorithm for general fuzzy min-max neural network
by Thanh Tung Khuat et al

01-08-2020

Training Progressively Binarizing Deep Networks Using FPGAs
by Corey Lammie et al

01-08-2020

EEG-based Drowsiness Estimation for Driving Safety using Deep Q-Learning
by Yurui Ming et al

01-07-2020

PaRoT: A Practical Framework for Robust Deep Neural Network Training
by Edward Ayers et al

01-08-2020

A Comparative Study on Crime in Denver City Based on Machine Learning and Data Mining
by Md. Aminur Rab Ratul

01-10-2020

Solving inverse-PDE problems with physics-aware neural networks
by Samira Pakravan et al

01-09-2020

Deep Network Approximation for Smooth Functions
by Jianfeng Lu et al

01-07-2020

Resource-Efficient Neural Networks for Embedded Systems
by Wolfgang Roth et al

01-07-2020

Paraphrase Generation with Latent Bag of Words
by Yao Fu et al

01-07-2020

On Thompson Sampling for Smoother-than-Lipschitz Bandits
by James A. Grant et al

01-08-2020

Latent Factor Analysis of Gaussian Distributions under Graphical Constraints
by Md Mahmudul Hasan et al

01-09-2020

Neural Network Tomography
by Liang Ma et al

01-07-2020

Missing-Class-Robust Domain Adaptation by Unilateral Alignment for Fault Diagnosis
by Qin Wang et al

01-08-2020

Learning to Encode and Classify Test Executions
by Foivos Tsimpourlas et al

01-10-2020

Multi-layer Optimizations for End-to-End Data Analytics
by Amir Shaikhha et al

01-10-2020

Temporally Folded Convolutional Neural Networks for Sequence Forecasting
by Matthias Weissenbacher

01-07-2020

Regularization via Structural Label Smoothing
by Weizhi Li et al

01-07-2020

CNN 101: Interactive Visual Learning for Convolutional Neural Networks
by Zijie J. Wang et al

01-07-2020

Prediction of Drug Synergy by Ensemble Learning
by Işıksu Ekşioğlu et al

01-08-2020

Convolutional-Recurrent Neural Networks on Low-Power Wearable Platforms for Cardiac Arrhythmia Detection
by Antonino Faraone et al

01-09-2020

Secure multiparty computations in floating-point arithmetic
by Chuan Guo et al

01-09-2020

Probabilistic K-means Clustering via Nonlinear Programming
by Yujian Li et al

01-09-2020

Supporting supervised learning in fungal Biosynthetic Gene Cluster discovery: new benchmark datasets
by Hayda Almeida et al

01-10-2020

Data-Dependence of Plateau Phenomenon in Learning with Neural Network --- Statistical Mechanical Analysis
by Yuki Yoshida et al

01-10-2020

microbatchGAN: Stimulating Diversity with Multi-Adversarial Discrimination
by Gonçalo Mordido et al

01-07-2020

Sparse Weight Activation Training
by Md Aamir Raihan et al

01-07-2020

Visual-Semantic Graph Attention Network for Human-Object Interaction Detection
by Zhijun Liang et al

01-09-2020

Online Memorization of Random Firing Sequences by a Recurrent Neural Network
by Patrick Murer et al

01-07-2020

State Transition Modeling of the Smoking Behavior using LSTM Recurrent Neural Networks
by Chrisogonas O. Odhiambo et al

01-08-2020

Machine learning enables completely automatic tuning of a quantum device faster than human experts
by H. Moon et al

01-08-2020

Learning Generative Models using Denoising Density Estimators
by Siavash A. Bigdeli et al

01-08-2020

Coupled Tensor Completion via Low-rank Tensor Ring
by Huyan Huang et al

01-10-2020

Entropy Regularized Power k-Means Clustering
by Saptarshi Chakraborty et al

01-08-2020

Deep Time-Stream Framework for Click-Through Rate Prediction by Tracking Interest Evolution
by Shu-Ting Shi et al

01-07-2020

Scalable Hybrid HMM with Gaussian Process Emission for Sequential Time-series Data Clustering
by Yohan Jung et al

01-07-2020

Federated Learning for Localization: A Privacy-Preserving Crowdsourcing Method
by Bekir Sait Ciftler et al

01-07-2020

High-Level Plan for Behavioral Robot Navigation with Natural Language Directions and R-NET
by Amar Shrestha et al

01-07-2020

Context-Aware Design of Cyber-Physical Human Systems (CPHS)
by Supratik Mukhopadhyay et al

01-09-2020

Privacy-Preserving Deep Learning Computation for Geo-Distributed Medical Big-Data Platforms
by Joohyung Jeon et al

01-07-2020

μμVulDeePecker: A Deep Learning-Based System for Multiclass Vulnerability Detection
by Deqing Zou et al

01-08-2020

Learning Dynamic and Personalized Comorbidity Networks from Event Data using Deep Diffusion Processes
by Zhaozhi Qian et al

01-07-2020

HyperSched: Dynamic Resource Reallocation for Model Development on a Deadline
by Richard Liaw et al

01-08-2020

SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition
by Zhixuan Lin et al

01-08-2020

Neural Data Server: A Large-Scale Search Engine for Transfer Learning Data
by Xi Yan et al

01-09-2020

Learning to Multi-Task Learn for Better Neural Machine Translation
by Poorya Zaremoodi et al

01-07-2020

SUR-FeatNet: Predicting the Satisfied User Ratio Curvefor Image Compression with Deep Feature Learning
by Hanhe Lin et al

01-09-2020

Population-Guided Parallel Policy Search for Reinforcement Learning
by Whiyoung Jung et al

01-09-2020

Spatial-Temporal Transformer Networks for Traffic Flow Forecasting
by Mingxing Xu et al

01-09-2020

Sampling Prediction-Matching Examples in Neural Networks: A Probabilistic Programming Approach
by Serena Booth et al

01-08-2020

Questioning the AI: Informing Design Practices for Explainable AI User Experiences
by Q. Vera Liao et al

01-08-2020

Quantum subspace alignment for domain adaptation
by Xi He et al

01-08-2020

Semi-Sequential Probabilistic Model For Indoor Localization Enhancement
by Minh Tu Hoang et al

01-09-2020

Adaptive Stopping Rule for Kernel-based Gradient Descent Algorithms
by Xiangyu Chang et al

01-09-2020

Backdoor Attacks against Transfer Learning with Pre-trained Deep Learning Models
by Shuo Wang et al

01-09-2020

Campfire: Compressable, Regularization-Free, Structured Sparse Training for Hardware Accelerators
by Noah Gamboa et al

01-07-2020

VC-dimensions of nondeterministic finite automata for words of equal length
by Bjørn Kjos-Hanssen et al

01-09-2020

Internal representation dynamics and geometry in recurrent neural networks
by Stefan Horoi et al

01-07-2020

Aggressive Perception-Aware Navigation using Deep Optical Flow Dynamics and PixelMPC
by Keuntaek Lee et al

01-09-2020

Supervised Discriminative Sparse PCA with Adaptive Neighbors for Dimensionality Reduction
by Zhenhua Shi et al

01-08-2020

Nonlinear Traffic Prediction as a Matrix Completion Problem with Ensemble Learning
by Wenqing Li et al

01-07-2020

Stochastic Local Interaction Model: Geostatistics without Kriging
by Dionissios T. Hristopulos et al

01-07-2020

Infinite-Horizon Differentiable Model Predictive Control
by Sebastian East et al

01-09-2020

A Connection between Feedback Capacity and Kalman Filter for Colored Gaussian Noises
by Song Fang et al

01-08-2020

Contextual Constrained Learning for Dose-Finding Clinical Trials
by Hyun-Suk Lee et al

01-08-2020

Limited Angle Tomography for Transmission X-Ray Microscopy Using Deep Learning
by Yixing Huang et al

01-10-2020

Guess First to Enable Better Compression and Adversarial Robustness
by Sicheng Zhu et al

01-10-2020

Choosing the Sample with Lowest Loss makes SGD Robust
by Vatsal Shah et al

01-10-2020

Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing
by Mao V. Ngo et al

01-07-2020

Stochastic Weight Averaging in Parallel: Large-Batch Training that Generalizes Well
by Vipul Gupta et al

01-07-2020

FedDANE: A Federated Newton-Type Method
by Tian Li et al

01-07-2020

Dynamic Task Weighting Methods for Multi-task Networks in Autonomous Driving Systems
by Isabelle Leang et al

01-08-2020

Streaming automatic speech recognition with the transformer model
by Niko Moritz et al

01-08-2020

Least squares binary quantization of neural networks
by Hadi Pouransari et al

01-09-2020

Supervised Hyperalignment for multi-subject fMRI data alignment
by Muhammad Yousefnezhad et al

01-09-2020

Diagnosing Colorectal Polyps in the Wild with Capsule Networks
by Rodney LaLonde et al

01-08-2020

On Interpretability of Artificial Neural Networks
by Fenglei Fan et al

01-08-2020

A Soft Recommender System for Social Networks
by Marzieh Pourhojjati-Sabet et al

01-07-2020

Blue River Controls: A toolkit for Reinforcement Learning Control Systems on Hardware
by Kirill Polzounov et al

01-07-2020

The Past and Present of Imitation Learning: A Citation Chain Study
by Nishanth Kumar

01-09-2020

The Counterfactual χχ-GAN
by Amelia J. Averitt et al

01-09-2020

Performance-Oriented Neural Architecture Search
by Andrew Anderson et al

01-08-2020

A Correspondence Analysis Framework for Author-Conference Recommendations
by Rahul Radhakrishnan Iyer et al

01-07-2020

Learning Speaker Embedding with Momentum Contrast
by Ke Ding et al

01-07-2020

Minimum entropy production in multipartite processes due to neighborhood constraints
by David H Wolpert

01-08-2020

On Computation and Generalization of Generative Adversarial Imitation Learning
by Minshuo Chen et al

01-08-2020

Self-guided Approximate Linear Programs
by Parshan Pakiman et al

01-09-2020

Theory In, Theory Out: How social theory can solve problems that machine learning cant
by Jason Radford et al

01-09-2020

Camera-Based Adaptive Trajectory Guidance via Neural Networks
by Aditya Rajguru et al

01-07-2020

Multi-Agent Deep Reinforcement Learning for Cooperative Connected Vehicles
by Dohyun Kwon et al

01-08-2020

Addressing Value Estimation Errors in Reinforcement Learning with a State-Action Return Distribution Function
by Jingliang Duan et al

01-08-2020

An Internal Covariate Shift Bounding Algorithm for Deep Neural Networks by Unitizing Layers Outputs
by You Huang et al

01-09-2020

Open Domain Question Answering Using Web Tables
by Kaushik Chakrabarti et al

01-09-2020

Identifying Distinct, Effective Treatments for Acute Hypotension with SODA-RL: Safely Optimized Diverse Accurate Reinforcement Learning
by Joseph Futoma et al

01-09-2020

A Collaborative Learning Framework via Federated Meta-Learning
by Sen Lin et al

01-08-2020

Stochastic probabilistic programs
by David Tolpin et al

01-08-2020

Sample-based Distributional Policy Gradient
by Rahul Singh et al

01-08-2020

SGD with Hardness Weighted Sampling for Distributionally Robust Deep Learning
by Lucas Fidon et al

01-09-2020

Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs
by Marcel Hildebrandt et al

01-08-2020

Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation
by Marco Mamprin et al

01-08-2020

A Nonparametric Offpolicy Policy Gradient
by Samuele Tosatto et al

01-07-2020

A machine learning based plasticity model using proper orthogonal decomposition
by Dengpeng Huang et al

01-10-2020

Machine Learning Approaches for Amharic Parts-of-speech Tagging
by Ibrahim Gashaw et al

01-08-2020

Cloud-based Image Classification Service Is Not Robust To Adversarial Examples: A Forgotten Battlefield
by Dou Goodman

01-07-2020

Multitask learning over graphs
by Roula Nassif et al

01-08-2020

A Group Norm Regularized LRR Factorization Model for Spectral Clustering
by Xishun Wang et al

01-07-2020

VisionNet: A Drivable-space-based Interactive Motion Prediction Network for Autonomous Driving
by Yanliang Zhu et al

01-07-2020

On-the-fly Prediction of Protein Hydration Densities and Free Energies using Deep Learning
by Ahmadreza Ghanbarpour et al

01-10-2020

Deep Interactive Reinforcement Learning for Path Following of Autonomous Underwater Vehicle
by Qilei Zhang et al

01-10-2020

Learning credit assignment
by Chan Li et al

01-10-2020

Two Applications of Deep Learning in the Physical Layer of Communication Systems
by Emil Björnson et al

01-08-2020

Deep Learning for Free-Hand Sketch: A Survey
by Peng Xu

01-07-2020

Blockchain-based Smart-IoT Trust Zone Measurement Architecture
by Jawad Ali et al

01-09-2020

Guidelines for enhancing data locality in selected machine learning algorithms
by Imen Chakroun et al

01-07-2020

Softmax-based Classification is k-means Clustering: Formal Proof, Consequences for Adversarial Attacks, and Improvement through Centroid Based Tailoring
by Sibylle Hess et al

01-07-2020

Intrinsic Motivation and Episodic Memories for Robot Exploration of High-Dimensional Sensory Spaces
by Guido Schillaci et al

01-07-2020

Backtracking Gradient Descent allowing unbounded learning rates
by Tuyen Trung Truong

01-07-2020

Automatic Melody Harmonization with Triad Chords: A Comparative Study
by Yin-Cheng Yeh et al

01-07-2020

Inferring Convolutional Neural Networks accuracies from their architectural characterizations
by Duc Hoang et al

01-07-2020

Generalized mean shift with triangular kernel profile
by Sébastien Razakarivony et al

01-10-2020

Time-Varying Graph Learning with Constraints on Graph Temporal Variation
by Koki Yamada et al

 
Craig Smith