2020.12.7 Learning papers

 

12-01-2020

Low Bandwidth Video-Chat Compression using Deep Generative Models
by Maxime Oquab et al

12-01-2020

Pre-Trained Image Processing Transformer
by Hanting Chen et al

12-04-2020

A Note on Data Biases in Generative Models
by Patrick Esser et al

12-01-2020

6.7ms on Mobile with over 78% ImageNet Accuracy: Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration
by Zhengang Li et al

12-04-2020

Neural Dynamic Policies for End-to-End Sensorimotor Learning
by Shikhar Bahl et al

12-04-2020

Demonstration-efficient Inverse Reinforcement Learning in Procedurally Generated Environments
by Alessandro Sestini et al

12-01-2020

Unpaired Image-to-Image Translation via Latent Energy Transport
by Yang Zhao et al

12-04-2020

Offline Meta-level Model-based Reinforcement Learning Approach for Cold-Start Recommendation
by Yanan Wang et al

12-01-2020

Latent Programmer: Discrete Latent Codes for Program Synthesis
by Joey Hong et al

12-04-2020

AuthNet: A Deep Learning based Authentication Mechanism using Temporal Facial Feature Movements
by Mohit Raghavendra et al

12-03-2020

EVRNet: Efficient Video Restoration on Edge Devices
by Sachin Mehta et al

12-03-2020

COVID-CLNet: COVID-19 Detection with Compressive Deep Learning Approaches
by Khalfalla Awedat et al

12-02-2020

Siamese Basis Function Networks for Defect Classification
by Tobias Schlagenhauf et al

12-01-2020

Kernel methods for center manifold approximation and a data-based version of the Center Manifold Theorem
by Bernard Haasdonk et al

12-01-2020

Just Ask: Learning to Answer Questions from Millions of Narrated Videos
by Antoine Yang et al

12-04-2020

Batch Group Normalization
by Xiao-Yun Zhou et al

12-03-2020

Explaining Predictions of Deep Neural Classifier via Activation Analysis
by Martin Stano et al

12-01-2020

Hey Alexa what did I just type? Decoding smartphone sounds with a voice assistant
by Almos Zarandy et al

12-03-2020

Deep Learning for Medical Anomaly Detection -- A Survey
by Tharindu Fernando et al

12-04-2020

Towards Natural Robustness Against Adversarial Examples
by Haoyu Chu et al

12-01-2020

A Generative Model to Synthesize EEG Data for Epileptic Seizure Prediction
by Khansa Rasheed et al

12-04-2020

Unsupervised Adversarially-Robust Representation Learning on Graphs
by Jiarong Xu et al

12-03-2020

Scan2Cap: Context-aware Dense Captioning in RGB-D Scans
by Dave Zhenyu Chen et al

12-04-2020

Delexicalized Paraphrase Generation
by Boya Yu et al

12-04-2020

Planning from Pixels using Inverse Dynamics Models
by Keiran Paster et al

12-04-2020

Representation Based Complexity Measures for Predicting Generalization in Deep Learning
by Parth Natekar et al

12-04-2020

Deep Learning for Wrist Fracture Detection: Are We There Yet?
by Abu Mohammed Raisuddin et al

12-01-2020

Modifying Memories in Transformer Models
by Chen Zhu et al

12-04-2020

Rethinking supervised learning: insights from biological learning and from calling it by its name
by Alex Hernandez-Garcia

12-03-2020

Detecting Trojaned DNNs Using Counterfactual Attributions
by Karan Sikka et al

12-04-2020

Learning in two-player games between transparent opponents
by Adrian Hutter

12-01-2020

Meta-Embeddings for Natural Language Inference and Semantic Similarity tasks
by Shree Charran R et al

12-01-2020

Machine Learning Systems in the IoT: Trustworthiness Trade-offs for Edge Intelligence
by Wiebke Toussaint et al

12-04-2020

Detecting 32 Pedestrian Attributes for Autonomous Vehicles
by Taylor Mordan et al

12-01-2020

Counting People by Estimating People Flows
by Weizhe Liu et al

12-04-2020

Model-Agnostic Learning to Meta-Learn
by Arnout Devos et al

12-01-2020

Semi-Supervised Noisy Student Pre-training on EfficientNet Architectures for Plant Pathology Classification
by Sedrick Scott Keh

12-04-2020

Universal Approximation Property of Neural Ordinary Differential Equations
by Takeshi Teshima et al

12-04-2020

Learning Equivariant Representations
by Carlos Esteves

12-03-2020

ChartPointFlow for Topology-Aware 3D Point Cloud Generation
by Takumi Kimura et al

12-04-2020

ESCAPED: Efficient Secure and Private Dot Product Framework for Kernel-based Machine Learning Algorithms with Applications in Healthcare
by Ali Burak Ünal et al

12-01-2020

Consistent Representation Learning for High Dimensional Data Analysis
by Stan Z. Li et al

12-04-2020

Pre-trained language models as knowledge bases for Automotive Complaint Analysis
by V. D. Viellieber et al

12-01-2020

Disentangling Label Distribution for Long-tailed Visual Recognition
by Youngkyu Hong et al

12-01-2020

Train Tracks with Gaps: Applying the Probabilistic Method to Trains
by William Kuszmaul

12-04-2020

An Empirical Method to Quantify the Peripheral Performance Degradation in Deep Networks
by Calden Wloka et al

12-01-2020

Assessing and Accelerating Coverage in Deep Reinforcement Learning
by Arpan Kusari

12-04-2020

Is It a Plausible Colour? UCapsNet for Image Colourisation
by Rita Pucci et al

12-01-2020

Overcoming the limitations of patch-based learning to detect cancer in whole slide images
by Ozan Ciga et al

12-04-2020

Ultrasound Scatterer Density Classification Using Convolutional Neural Networks by Exploiting Patch Statistics
by Ali K. Z. Tehrani et al

12-01-2020

One-Pixel Attack Deceives Automatic Detection of Breast Cancer
by Joni Korpihalkola et al

12-04-2020

A Benchmark Dataset for Understandable Medical Language Translation
by Junyu Luo et al

12-04-2020

Challenging common interpretability assumptions in feature attribution explanations
by Jonathan Dinu et al

12-04-2020

Rethinking movie genre classification with fine grained semantic clustering
by Edward Fish et al

12-04-2020

DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation
by Jungeun Kim et al

12-04-2020

Unsupervised embedding of trajectories captures the latent structure of mobility
by Dakota Murray et al

12-04-2020

Coarse-to-Fine Entity Representations for Document-level Relation Extraction
by Damai Dai et al

12-04-2020

Learning to Fuse Asymmetric Feature Maps in Siamese Trackers
by Wencheng Han et al

12-01-2020

Probabilistic Grammars for Equation Discovery
by Jure Brence et al

12-01-2020

Rethinking Positive Aggregation and Propagation of Gradients in Gradient-based Saliency Methods
by Ashkan Khakzar et al

12-04-2020

Application of deep learning to large scale riverine flow velocity estimation
by Mojtaba Forghani et al

12-04-2020

TrollHunter2020: Real-Time Detection of TrollingNarratives on Twitter During the 2020 US Elections
by Peter Jachim et al

12-04-2020

Proximal Policy Optimization Smoothed Algorithm
by Wangshu Zhu et al

12-03-2020

Optical Wavelength Guided Self-Supervised Feature Learning For Galaxy Cluster Richness Estimate
by Gongbo Liang et al

12-04-2020

Relational Pretrained Transformers towards Democratizing Data Preparation [Vision]
by Nan Tang et al

12-01-2020

Directed Graph Attention Neural Network Utilizing 3D Coordinates for Molecular Property Prediction
by Chen Qian et al

12-04-2020

Nimble: Lightweight and Parallel GPU Task Scheduling for Deep Learning
by Woosuk Kwon et al

12-01-2020

Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering
by Boaz Lerner et al

12-04-2020

A data-set of piercing needle through deformable objects for Deep Learning from Demonstrations
by Hamidreza Hashempour et al

12-01-2020

Iterative VAE as a predictive brain model for out-of-distribution generalization
by Victor Boutin et al

12-01-2020

Mutual Information Constraints for Monte-Carlo Objectives
by Gábor Melis et al

12-03-2020

Concept-based model explanations for Electronic Health Records
by Sebastien Baur et al

12-04-2020

Understanding Attention: In Minds and Machines
by Shriraj P. Sawant et al

12-01-2020

Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Fair and Explainable Automatic Recruitment
by Alfonso Ortega et al

12-01-2020

Deep dynamic modeling with just two time points: Can we still allow for individual trajectories?
by Maren Hackenberg et al

12-01-2020

MYSTIKO : : Cloud-Mediated, Private, Federated Gradient Descent
by K. R. Jayaram et al

12-04-2020

Logic Synthesis Meets Machine Learning:Trading Exactness for Generalization
by Shubham Rai et al

12-04-2020

Unleashing the Tiger: Inference Attacks on Split Learning
by Dario Pasquini et al

12-01-2020

Gaussian Process Based Message Filtering for Robust Multi-Agent Cooperation in the Presence of Adversarial Communication
by Rupert Mitchell et al

12-03-2020

Evolving Character-level Convolutional Neural Networks for Text Classification
by Trevor Londt et al

12-01-2020

Non-Stationary Latent Bandits
by Joey Hong et al

12-04-2020

Bayesian Active Learning for Wearable Stress and Affect Detection
by Abhijith Ragav et al

12-04-2020

Optimising Design Verification Using Machine Learning: An Open Source Solution
by B. Samhita Varambally et al

12-01-2020

Deep Learning-Based Arrhythmia Detection Using RR-Interval Framed Electrocardiograms
by Song-Kyoo Kim et al

12-01-2020

(k, l)-Medians Clustering of Trajectories Using Continuous Dynamic Time Warping
by Milutin Brankovic et al

12-01-2020

Unsupervised Anomaly Detection From Semantic Similarity Scores
by Nima Rafiee et al

12-03-2020

Divide and Learn: A Divide and Conquer Approach for Predict+Optimize
by Ali Ugur Guler et al

12-04-2020

TrollHunter [Evader]: Automated Detection [Evasion] of TwitterTrolls During the COVID-19 Pandemic
by Peter Jachim et al

12-02-2020

Deep Learning for Road Traffic Forecasting: Does it Make a Difference?
by Eric L. Manibardo et al

12-01-2020

Python Workflows on HPC Systems
by Dominik Strassel et al

12-03-2020

Evolving Character-Level DenseNet Architectures using Genetic Programming
by Trevor Londt et al

12-04-2020

Effect of the initial configuration of weights on the training and function of artificial neural networks
by R. J. Jesus et al

12-04-2020

A novel multi-classifier information fusion based on Dempster-Shafer theory: application to vibration-based fault detection
by Vahid Yaghoubi et al

12-04-2020

Kernel-convoluted Deep Neural Networks with Data Augmentation
by Minjin Kim et al

12-04-2020

Advocating for Multiple Defense Strategies against Adversarial Examples
by Alexandre Araujo et al

12-01-2020

Communication-Efficient Federated Distillation
by Felix Sattler et al

12-04-2020

A Single-Cycle MLP Classifier Using Analog MRAM-based Neurons and Synapses
by Ramtin Zand

12-04-2020

Learning Node Representations from Noisy Graph Structures
by Junshan Wang et al

12-03-2020

Generative Capacity of Probabilistic Protein Sequence Models
by Francisco McGee et al

12-01-2020

Convergence and Sample Complexity of SGD in GANs
by Vasilis Kontonis et al

12-01-2020

Edge-assisted Democratized Learning Towards Federated Analytics
by Shashi Raj Pandey et al

12-03-2020

MLPerf Mobile Inference Benchmark: Why Mobile AI Benchmarking Is Hard and What to Do About It
by Vijay Janapa Reddi et al

12-04-2020

Community detection using fast low-cardinality semidefinite programming
by Po-Wei Wang et al

12-02-2020

Improved MVDR Beamforming Using LSTM Speech Models to Clean Spatial Clustering Masks
by Zhaoheng Ni et al

12-02-2020

A Novel Approach to Radiometric Identification
by Raoul Nigmatullin et al

12-04-2020

Non-Asymptotic Analysis of Excess Risk via Empirical Risk Landscape
by Mingyang Yi et al

12-03-2020

Graph Convolutional Neural Networks for Body Force Prediction
by Francis Ogoke et al

12-03-2020

Optimal Policy Trees
by Maxime Amram et al

12-01-2020

Problems of representation of electrocardiograms in convolutional neural networks
by Iana Sereda et al

12-01-2020

Learning Disentangled Latent Factors from Paired Data in Cross-Modal Retrieval: An Implicit Identifiable VAE Approach
by Minyoung Kim et al

12-01-2020

Analysis of Drifting Features
by Fabian Hinder et al

12-04-2020

Deep Interference Mitigation and Denoising of Real-World FMCW Radar Signals
by Johanna Rock et al

12-01-2020

Decentralized Multi-Agent Linear Bandits with Safety Constraints
by Sanae Amani et al

12-04-2020

Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring
by Gautham Krishna Gudur et al

12-04-2020

Efficient semidefinite-programming-based inference for binary and multi-class MRFs
by Chirag Pabbaraju et al

12-04-2020

Mitigating Bias in Federated Learning
by Annie Abay et al

12-01-2020

Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders
by Zahra Atashgahi et al

12-03-2020

A feedforward neural network for modelling of average pressure frequency response
by Klas Pettersson et al

12-01-2020

Use of Remote Sensing Data to Identify Air Pollution Signatures in India
by Sivaramakrishnan KN et al

12-01-2020

Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information
by Filippo Simini et al

12-03-2020

Benchmarking Energy-Conserving Neural Networks for Learning Dynamics from Data
by Yaofeng Desmond Zhong et al

12-02-2020

RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks
by J. Emmanuel Johnson et al

12-01-2020

Learning with Knowledge of Structure: A Neural Network-Based Approach for MIMO-OFDM Detection
by Zhou Zhou et al

12-01-2020

Does Fair Ranking Improve Minority Outcomes? Understanding the Interplay of Human and Algorithmic Biases in Online Hiring
by Tom Sühr et al

12-01-2020

Fair Multi-Stakeholder News Recommender System with Hypergraph ranking
by Alireza Gharahighehi et al

12-01-2020

Simulating Surface Wave Dynamics with Convolutional Networks
by Mario Lino et al

12-01-2020

Improving cluster recovery with feature rescaling factors
by Renato Cordeiro de Amorim et al

12-01-2020

Fast-Convergent Federated Learning with Adaptive Weighting
by Hongda Wu et al

12-03-2020

Multimodal Privacy-preserving Mood Prediction from Mobile Data: A Preliminary Study
by Terrance Liu et al

12-04-2020

On Detecting Data Pollution Attacks On Recommender Systems Using Sequential GANs
by Behzad Shahrasbi et al

12-04-2020

Non-monotone risk functions for learning
by Matthew J. Holland

12-01-2020

Debiasing Evaluations That are Biased by Evaluations
by Jingyan Wang et al

12-03-2020

ReMix: Calibrated Resampling for Class Imbalance in Deep learning
by Colin Bellinger et al

12-03-2020

A Variant of Gradient Descent Algorithm Based on Gradient Averaging
by Saugata Purkayastha et al

12-01-2020

MILP-based Imitation Learning for HVAC control
by Huy Truong Dinh et al

12-01-2020

On hallucinations in tomographic image reconstruction
by Sayantan Bhadra et al

12-02-2020

Planning Brachistochrone Hip Trajectory for a Toe-Foot Bipedal Robot going Downstairs
by Gaurav Bhardwaj et al

12-04-2020

When does gradient descent with logistic loss find interpolating two-layer networks?
by Niladri S. Chatterji et al

12-02-2020

FAST: A Fairness Assured Service Recommendation Strategy Considering Service Capacity Constraint
by Yao Wu et al

12-03-2020

Creativity of Deep Learning: Conceptualization and Assessment
by Johannes Schneider et al

 
Craig Smith