[PAPER]@Telematika

AutoML

Paper Group ANR 585

January 29, 2020

Using Social Network Service to determine the Initial User Requirements for Small Software Businesses. Strong and Simple Baselines for Multimodal Utterance Embeddings. Experimental neural network enhanced quantum tomography. From self-tuning regulators to reinforcement learning and back again. Learning Instance-wise Sparsity for Accelerating Deep M …

Paper Group ANR 587

January 29, 2020

End-to-end losses based on speaker basis vectors and all-speaker hard negative mining for speaker verification. IntentGC: a Scalable Graph Convolution Framework Fusing Heterogeneous Information for Recommendation. MSDC-Net: Multi-Scale Dense and Contextual Networks for Automated Disparity Map for Stereo Matching. SketchZooms: Deep multi-view descri …

Paper Group ANR 755

January 29, 2020

Conversation Generation with Concept Flow. Deep Tensor Factorization for Spatially-Aware Scene Decomposition. A Graph-Based Framework to Bridge Movies and Synopses. Hamming Sentence Embeddings for Information Retrieval. Unsupervised Rank-Preserving Hashing for Large-Scale Image Retrieval. A Rule-Based System for Explainable Donor-Patient Matching i …

Paper Group ANR 756

January 29, 2020

Towards AutoML in the presence of Drift: first results. The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design. SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization. Learning Efficient Multi-agent Communication: An Information Bottleneck Approach. EDUCE: Explaining model Decisions through …

Paper Group ANR 1005

January 28, 2020

QSMGAN: Improved Quantitative Susceptibility Mapping using 3D Generative Adversarial Networks with Increased Receptive Field. Recommendations and User Agency: The Reachability of Collaboratively-Filtered Information. A Deep Gradient Boosting Network for Optic Disc and Cup Segmentation. Hiding Information in Big Data based on Deep Learning. Microsco …

Paper Group ANR 784

January 28, 2020

Learning to Request Guidance in Emergent Communication. Machine Learning and Big Scientific Data. Fluxonic Processing of Photonic Synapse Events. SPMF: A Social Trust and Preference Segmentation-based Matrix Factorization Recommendation Algorithm. Rotation-invariant shipwreck recognition with forward-looking sonar. Inferring Javascript types using …

Paper Group ANR 785

January 28, 2020

Learn-able parameter guided Activation Functions. An ADMM Based Framework for AutoML Pipeline Configuration. On Symmetry and Initialization for Neural Networks. Novel tracking approach based on fully-unsupervised disentanglement of the geometrical factors of variation. Benchmark and Survey of Automated Machine Learning Frameworks. Predicting e-comm …

Paper Group ANR 814

January 28, 2020

Scaling Up Collaborative Filtering Data Sets through Randomized Fractal Expansions. Data Exploration and Validation on dense knowledge graphs for biomedical research. Adaptive Artificial Intelligent Q&A Platform. Making Good on LSTMs’ Unfulfilled Promise. An Adversarial Learning Framework For A Persona-Based Multi-Turn Dialogue Model. CommentsRadar …

Paper Group ANR 1187

January 27, 2020

Identifying and Correcting Label Bias in Machine Learning. Question Generation from Paragraphs: A Tale of Two Hierarchical Models. Polylogarithmic width suffices for gradient descent to achieve arbitrarily small test error with shallow ReLU networks. Profile-Based Privacy for Locally Private Computations. On the clustering of correlated random vari …

Paper Group ANR 1231

January 27, 2020

Abnormal Client Behavior Detection in Federated Learning. Interrupted and cascaded permutation invariant training for speech separation. Mixup-breakdown: a consistency training method for improving generalization of speech separation models. Robust Deep Neural Networks Inspired by Fuzzy Logic. A Reinforcement Learning Approach for the Multichannel …

Paper Group ANR 1234

January 27, 2020

Asymptotic learning curves of kernel methods: empirical data v.s. Teacher-Student paradigm. Eyenet: Attention based Convolutional Encoder-Decoder Network for Eye Region Segmentation. Efficient ConvNet-based Object Detection for Unmanned Aerial Vehicles by Selective Tile Processing. Learning Interactive Behaviors for Musculoskeletal Robots Using Bay …

Paper Group ANR 1296

January 27, 2020

Graph Pruning for Model Compression. CARS: Continuous Evolution for Efficient Neural Architecture Search. Visual Wake Words Dataset. Bypassing Backdoor Detection Algorithms in Deep Learning. A Random Gossip BMUF Process for Neural Language Modeling. AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer Learning. Unpaired Image Enhancement Featur …

Paper Group ANR 1340

January 27, 2020

Modelling of Sickle Cell Anemia Patients Response to Hydroxyurea using Artificial Neural Networks. Attract or Distract: Exploit the Margin of Open Set. FiDi-RL: Incorporating Deep Reinforcement Learning with Finite-Difference Policy Search for Efficient Learning of Continuous Control. Analysis of an Automated Machine Learning Approach in Brain Pred …

Paper Group ANR 1362

January 26, 2020

Forecasting Granular Audience Size for Online Advertising. Robustness Certificates Against Adversarial Examples for ReLU Networks. WaLDORf: Wasteless Language-model Distillation On Reading-comprehension. Confederated Machine Learning on Horizontally and Vertically Separated Medical Data for Large-Scale Health System Intelligence. Fusion-supervised …

Paper Group ANR 1482

January 26, 2020

A CNN toolbox for skin cancer classification. Endotracheal Tube Detection and Segmentation in Chest Radiographs using Synthetic Data. Spectral Characterization of functional MRI data on voxel-resolution cortical graphs. Control-Tutored Reinforcement Learning: an application to the Herding Problem. Neural Check-Worthiness Ranking with Weak Supervisi …

Paper Group ANR 1493

January 26, 2020

Natural and Adversarial Error Detection using Invariance to Image Transformations. CoopNet: Cooperative Convolutional Neural Network for Low-Power MCUs. Bandit Principal Component Analysis. Knowledge representation and diagnostic inference using Bayesian networks in the medical discourse. Probabilistic Multimodal Modeling for Human-Robot Interactio …

Paper Group ANR 1553

January 26, 2020

Improved PAC-Bayesian Bounds for Linear Regression. Reinforcement Learning with Convolutional Reservoir Computing. Detecting Hardly Visible Roads in Low-Resolution Satellite Time Series Data. Fast Portrait Segmentation with extremely light-weight network. The LoDoPaB-CT Dataset: A Benchmark Dataset for Low-Dose CT Reconstruction Methods. Attention …

Paper Group ANR 1616

January 25, 2020

Diagnosis of Pediatric Obstructive Sleep Apnea via Face Classification with Persistent Homology and Convolutional Neural Networks. ConvPoseCNN: Dense Convolutional 6D Object Pose Estimation. Explain Your Move: Understanding Agent Actions Using Salient and Relevant Feature Attribution. Meta-Learning with Dynamic-Memory-Based Prototypical Network for …

Paper Group ANR 1690

January 25, 2020

Prioritized Sequence Experience Replay. Improving Neural Language Modeling via Adversarial Training. Phase Portraits as Movement Primitives for Fast Humanoid Robot Control. Gradientless Descent: High-Dimensional Zeroth-Order Optimization. Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent. A Comparative Study on Mach …

Paper Group ANR 1697

January 25, 2020

Finding Rats in Cats: Detecting Stealthy Attacks using Group Anomaly Detection. An adaptive stigmergy-based system for evaluating technological indicator dynamics in the context of smart specialization. Scanning Probe State Recognition With Multi-Class Neural Network Ensembles. Dimensionality Reduction of Complex Metastable Systems via Kernel Embed …

Paper Group ANR 1698

January 25, 2020

Character Eyes: Seeing Language through Character-Level Taggers. Lightweight Markerless Monocular Face Capture with 3D Spatial Priors. A Deep Look into Neural Ranking Models for Information Retrieval. A Novel Generalized Artificial Neural Network for Mining Two-Class Datasets. Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparamet …

Paper Group ANR 1733

January 25, 2020

Automated Analysis of Femoral Artery Calcification Using Machine Learning Techniques. DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering. Unsupervised Medical Image Translation Using Cycle-MedGAN. Privacy Attacks on Network Embeddings. Shenjing: A low power reconfigurable neuromorphic …

Paper Group NAWR 13

January 25, 2020

hULMonA: The Universal Language Model in Arabic. Shallow RNN: Accurate Time-series Classification on Resource Constrained Devices. Planning in entropy-regularized Markov decision processes and games. Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image Registration. Efficient Pure Exploration in Adaptive Round model. Visual …

Paper Group NANR 110

January 24, 2020

CUHK at MRP 2019: Transition-Based Parser with Cross-Framework Variable-Arity Resolve Action. The many dimensions of algorithmic fairness in educational applications. Grammaticalization in Derivational Morphology: Verification of the Process by Innovative Derivatives. Domain Adaptation for Low-Resource Neural Semantic Parsing. Skin-Based Identifica …

Paper Group NANR 131

January 24, 2020

Deep Cross-Lingual Coreference Resolution for Less-Resourced Languages: The Case of Basque. Automatic rubric-based content grading for clinical notes. Transferable AutoML by Model Sharing Over Grouped Datasets. Discriminative Feature Transformation for Occluded Pedestrian Detection. Proceedings of the 5th Workshop on Noisy User-generated Text (W-NU …

Paper Group NANR 213

January 24, 2020

Roll Call Vote Prediction with Knowledge Augmented Models. IxaMed at PharmacoNER Challenge 2019. Measure Country-Level Socio-Economic Indicators with Streaming News: An Empirical Study. AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text. Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder i …