Malware Detection

Paper Group AWR 304

February 1, 2020

Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs. Only sparsity based loss function for learning representations. Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks. Learning Parallax Attention for Stereo Image Super-Resolution. adVAE: A self-adversarial variational auto …

Paper Group ANR 139

January 31, 2020

Designing a Symbolic Intermediate Representation for Neural Surface Realization. Adversarial Pulmonary Pathology Translation for Pairwise Chest X-ray Data Augmentation. Efficient Continual Learning in Neural Networks with Embedding Regularization. CoachAI: A Project for Microscopic Badminton Match Data Collection and Tactical Analysis. Design and U …

Paper Group ANR 195

January 31, 2020

Malware Detection using Machine Learning and Deep Learning. Reconstructing Perceived Images from Brain Activity by Visually-guided Cognitive Representation and Adversarial Learning. Adaptive Deep Kernel Learning. Towards Interpretable Sparse Graph Representation Learning with Laplacian Pooling. Leveraging binding-site structure for drug discovery w …

Paper Group ANR 230

January 30, 2020

Uncovering Sociological Effect Heterogeneity using Machine Learning. Unsupervised Doodling and Painting with Improved SPIRAL. Active Learning within Constrained Environments through Imitation of an Expert Questioner. Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering. In Plain Sight: Media Bias Through the Lens of Factua …

Paper Group ANR 367

January 30, 2020

Remote UAV Online Path Planning via Neural Network Based Opportunistic Control. A Joint Learning and Communications Framework for Federated Learning over Wireless Networks. Super-Resolution of Brain MRI Images using Overcomplete Dictionaries and Nonlocal Similarity. An MDL-Based Classifier for Transactional Datasets with Application in Malware Dete …

Paper Group ANR 377

January 30, 2020

Influences in Forecast Errors for Wind and Photovoltaic Power: A Study on Machine Learning Models. Cascade RetinaNet: Maintaining Consistency for Single-Stage Object Detection. Diversity in Fashion Recommendation using Semantic Parsing. Anti-Confusing: Region-Aware Network for Human Pose Estimation. Minimax Weight and Q-Function Learning for Off-Po …

Paper Group ANR 433

January 30, 2020

Deep Sparse Coding for Non-Intrusive Load Monitoring. Clustering Uncertain Data via Representative Possible Worlds with Consistency Learning. Resource production of written forms of Sign Languages by a user-centered editor, SWift (SignWriting improved fast transcriber). Intelligent Systems Design for Malware Classification Under Adversarial Conditi …

Paper Group ANR 516

January 29, 2020

Exploring the 3D architectures of deep material network in data-driven multiscale mechanics. Dueling Decoders: Regularizing Variational Autoencoder Latent Spaces. Classification-driven Single Image Dehazing. MC-ISTA-Net: Adaptive Measurement and Initialization and Channel Attention Optimization inspired Neural Network for Compressive Sensing. Ensem …

Paper Group ANR 525

January 29, 2020

Resilient Load Restoration in Microgrids Considering Mobile Energy Storage Fleets: A Deep Reinforcement Learning Approach. Validation of Approximate Likelihood and Emulator Models for Computationally Intensive Simulations. A spiking neural algorithm for the Network Flow problem. Resource Allocation in Mobility-Aware Federated Learning Networks: A D …

Paper Group ANR 596

January 29, 2020

Learning-Based Video Game Development in MLP@UoM: An Overview. Deep learning-based prediction of kinetic parameters from myocardial perfusion MRI. Quantum-Assisted Genetic Algorithm. Dynamic Ensemble Modeling Approach to Nonstationary Neural Decoding in Brain-Computer Interfaces. CoKE: Contextualized Knowledge Graph Embedding. DEGAS: Differentiable …

Paper Group ANR 715

January 29, 2020

Auto-Model: Utilizing Research Papers and HPO Techniques to Deal with the CASH problem. Deep learning-based survival prediction for multiple cancer types using histopathology images. On Conditioning GANs to Hierarchical Ontologies. Multi-Frame Content Integration with a Spatio-Temporal Attention Mechanism for Person Video Motion Transfer. Data Samp …

Paper Group ANR 721

January 29, 2020

BPPSA: Scaling Back-propagation by Parallel Scan Algorithm. Combining Representation Learning with Tensor Factorization for Risk Factor Analysis - an application to Epilepsy and Alzheimer’s disease. Deep Reinforcement Learning for Foreign Exchange Trading. On the Equivalence between Node Embeddings and Structural Graph Representations. Multi-node e …

Paper Group ANR 900

January 28, 2020

Region Based Adversarial Synthesis of Facial Action Units. Universal Bounding Box Regression and Its Applications. Deep Forward-Backward SDEs for Min-max Control. Deep Reinforcement Learning for Adaptive Caching in Hierarchical Content Delivery Networks. Distributed Fixed Point Methods with Compressed Iterates. Data Analysis of Wireless Networks Us …

Paper Group ANR 927

January 28, 2020

Attention-based Deep Reinforcement Learning for Multi-view Environments. Machine Learning on EPEX Order Books: Insights and Forecasts. Rethinking the Artificial Neural Networks: A Mesh of Subnets with a Central Mechanism for Storing and Predicting the Data. Analyzing Privacy Loss in Updates of Natural Language Models. Interactive Differentiable Sim …

Paper Group ANR 961

January 28, 2020

Rotate King to get Queen: Word Relationships as Orthogonal Transformations in Embedding Space. Ocular Recognition Databases and Competitions: A Survey. Optimization-Guided Binary Diversification to Mislead Neural Networks for Malware Detection. Degenerative Adversarial NeuroImage Nets for 4D Simulations: Application in Longitudinal MRI. A Multiple …

Paper Group ANR 962

January 28, 2020

Heterogeneous Collaborative Filtering. Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing. Manifold Forests: Closing the Gap on Neural Networks. Finding Interpretable Concept Spaces in Node Embeddings using Knowledge Bases. Deep Learning and Gaussian Process based Band Assignment in Dual Band Systems. One-Shot Template …

Paper Group ANR 1083

January 27, 2020

Learning to Generalize from Sparse and Underspecified Rewards. Malware Detection Using Dynamic Birthmarks. Deep Learning Algorithms to Isolate and Quantify the Structures of the Anterior Segment in Optical Coherence Tomography Images. Teaching deep neural networks to localize sources in super-resolution microscopy by combining simulation-based lear …

Paper Group ANR 1171

January 27, 2020

CUDA: Contradistinguisher for Unsupervised Domain Adaptation. Importance-Aware Learning for Neural Headline Editing. Would a File by Any Other Name Seem as Malicious?. COPYCAT: Practical Adversarial Attacks on Visualization-Based Malware Detection. Multi-scale Deep Neural Networks for Solving High Dimensional PDEs. How Does Batch Normalization Help …

Paper Group ANR 1178

January 27, 2020

Knowledge Authoring and Question Answering with KALM. Stochastic Channel-Based Federated Learning for Medical Data Privacy Preserving. SCE: A manifold regularized set-covering method for data partitioning. BUT System Description to VoxCeleb Speaker Recognition Challenge 2019. Small Target Detection for Search and Rescue Operations using Distributed …

Paper Group ANR 1203

January 27, 2020

Cardiac MRI Segmentation with Strong Anatomical Guarantees. A necessary and sufficient stability notion for adaptive generalization. Necessary and Sufficient Geometries for Gradient Methods. Adaptive Configuration Oracle for Online Portfolio Selection Methods. Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay …

Paper Group ANR 1331

January 27, 2020

Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging. Audience measurement using a top-view camera and oriented trajectories. I-MAD: A Novel Interpretable Malware Detector Using Hierarchical Transformer. Multi-player Multi-Armed Bandits with non-zero rewards on collisions for uncoordinated spectrum access. A novel me …

Paper Group ANR 1348

January 26, 2020

The dynamics of the stomatognathic system from 4D multimodal data. Learning to Order Sub-questions for Complex Question Answering. Joint Language Identification of Code-Switching Speech using Attention based E2E Network. How Widely Can Prediction Models be Generalized? Performance Prediction in Blended Courses. Nonconvex sampling with the Metropoli …

Paper Group ANR 1350

January 26, 2020

The iWildCam 2019 Challenge Dataset. The Bias-Expressivity Trade-off. ALOHA: Auxiliary Loss Optimization for Hypothesis Augmentation. Agent-based Vs Agent-less Sandbox for Dynamic Behavioral Analysis. Safe Policy Improvement with an Estimated Baseline Policy. Perception-Distortion Trade-off with Restricted Boltzmann Machines. Adversarial Samples on …

Paper Group ANR 1459

January 26, 2020

DeepCloud. The Application of a Data-driven, Generative Model in Design. Order Acceptance and Scheduling with Sequence-dependent Setup Times: a New Memetic Algorithm and Benchmark of the State of the Art. PEA265: Perceptual Assessment of Video Compression Artifacts. Neural-Symbolic Argumentation Mining: an Argument in Favor of Deep Learning and Rea …

Paper Group ANR 1494

January 26, 2020

A Neural-based Program Decompiler. The Curious Case of Machine Learning In Malware Detection. Compositional Hierarchical Tensor Factorization: Representing Hierarchical Intrinsic and Extrinsic Causal Factors. FrameRank: A Text Processing Approach to Video Summarization. EV-IMO: Motion Segmentation Dataset and Learning Pipeline for Event Cameras. Di …

Paper Group ANR 1582

January 26, 2020

Guaranteed Validity for Empirical Approaches to Adaptive Data Analysis. NASA: Neural Articulated Shape Approximation. Deep Reinforcement Learning Based Dynamic Trajectory Control for UAV-assisted Mobile Edge Computing. Predicting dynamical system evolution with residual neural networks. Android Malware Detection Using Autoencoder. Gender Prediction …

Paper Group ANR 1609

January 26, 2020

Virtual organelle self-coding for fluorescence imaging via adversarial learning. Not All Adversarial Examples Require a Complex Defense: Identifying Over-optimized Adversarial Examples with IQR-based Logit Thresholding. Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural Networks. Combining Anatomical and Functional Networks for N …

Paper Group ANR 1653

January 25, 2020

Explainable AI: Deep Reinforcement Learning Agents for Residential Demand Side Cost Savings in Smart Grids. Neural Machine Reading Comprehension: Methods and Trends. Sparse Coding of Shape Trajectories for Facial Expression and Action Recognition. QuPWM: Feature Extraction Method for MEG Epileptic Spike Detection. An Actor-Critic-Attention Mechanis …