Latent Variable Models

Paper Group ANR 243

October 19, 2019

YouTube for Patient Education: A Deep Learning Approach for Understanding Medical Knowledge from User-Generated Videos. Counterfactual equivalence for POMDPs, and underlying deterministic environments. MIWAE: Deep Generative Modelling and Imputation of Incomplete Data. A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scal …

Paper Group ANR 421

October 18, 2019

Interactive Cognitive Assessment Tools: A Case Study on Digital Pens for the Clinical Assessment of Dementia. Automated Fact Checking: Task formulations, methods and future directions. Causal Inference by String Diagram Surgery. Estimating Causal Effects With Partial Covariates For Clinical Interpretability. Non-asymptotic bounds for sampling algor …

Paper Group ANR 439

October 18, 2019

Incentivizing Exploration with Selective Data Disclosure. Diacritization of Maghrebi Arabic Sub-Dialects. Object detection at 200 Frames Per Second. Fast and Robust Small Infrared Target Detection Using Absolute Directional Mean Difference Algorithm. Variational Rejection Sampling. Natural language understanding for task oriented dialog in the biom …

Paper Group ANR 560

October 18, 2019

Adversarial Inpainting of Medical Image Modalities. Automatic Short Answer Grading and Feedback Using Text Mining Methods. An Optical Frontend for a Convolutional Neural Network. Fabrik: An Online Collaborative Neural Network Editor. Conditional Variational Autoencoder for Neural Machine Translation. Auto-tuning Distributed Stream Processing System …

Paper Group ANR 641

October 18, 2019

Efficient Anomaly Detection via Matrix Sketching. Distant Supervision for Relation Extraction with Linear Attenuation Simulation and Non-IID Relevance Embedding. A Unified Coded Deep Neural Network Training Strategy Based on Generalized PolyDot Codes for Matrix Multiplication. Troy: Give Attention to Saliency and for Saliency. The Web as a Knowledg …

Paper Group ANR 720

October 17, 2019

Algorithms for solving optimization problems arising from deep neural net models: smooth problems. NeuralNetwork-Viterbi: A Framework for Weakly Supervised Video Learning. Inflection-Tolerant Ontology-Based Named Entity Recognition for Real-Time Applications. Weakly-Supervised Action Segmentation with Iterative Soft Boundary Assignment. A Multi-Sta …

Paper Group ANR 803

October 17, 2019

Action and intention recognition of pedestrians in urban traffic. Bidirectional Attentional Encoder-Decoder Model and Bidirectional Beam Search for Abstractive Summarization. Sparse DNNs with Improved Adversarial Robustness. Optimizing over a Restricted Policy Class in Markov Decision Processes. Cluster Size Management in Multi-Stage Agglomerative …

Paper Group ANR 858

October 17, 2019

Gaussian Mixture Reduction for Time-Constrained Approximate Inference in Hybrid Bayesian Networks. AI in Education needs interpretable machine learning: Lessons from Open Learner Modelling. Unsupervised Image-to-Image Translation with Stacked Cycle-Consistent Adversarial Networks. On Geometric Analysis of Affine Sparse Subspace Clustering. The comb …

Paper Group ANR 866

October 17, 2019

To Cluster, or Not to Cluster: An Analysis of Clusterability Methods. Entropy production rate as a criterion for inconsistency in decision theory. SAFE: Spectral Evolution Analysis Feature Extraction for Non-Stationary Time Series Prediction. Context-Aware Learning using Transferable Features for Classification of Breast Cancer Histology Images. Th …

Paper Group ANR 910

October 17, 2019

Semantic Variation in Online Communities of Practice. A Constrained Randomized Shortest-Paths Framework for Optimal Exploration. Degeneration in VAE: in the Light of Fisher Information Loss. Persistence pays off: Paying Attention to What the LSTM Gating Mechanism Persists. Improving Neural Question Generation using Answer Separation. Relating Eye-T …

Paper Group ANR 936

October 17, 2019

On Stacked Denoising Autoencoder based Pre-training of ANN for Isolated Handwritten Bengali Numerals Dataset Recognition. Reasoning about Unforeseen Possibilities During Policy Learning. An Implementation of Back-Propagation Learning on GF11, a Large SIMD Parallel Computer. Optimal Stochastic Delivery Planning in Full-Truckload and Less-Than-Truckl …

Paper Group ANR 1068

October 16, 2019

Stacked Neural Networks for end-to-end ciliary motion analysis. Adaptive Communication Strategies to Achieve the Best Error-Runtime Trade-off in Local-Update SGD. QoS aware Automatic Web Service Composition with Multiple objectives. Adversarial Regression with Multiple Learners. Auto-Detection of Safety Issues in Baby Products. Task Driven Generati …

Paper Group ANR 1123

October 16, 2019

Brain Tumor Type Classification via Capsule Networks. Personalizing Intervention Probabilities By Pooling. A shortest-path based clustering algorithm for joint human-machine analysis of complex datasets. Pairwise Body-Part Attention for Recognizing Human-Object Interactions. Deep Reinforcement Learning for Resource Management in Network Slicing. De …

Paper Group NAWR 2

October 16, 2019

Connectionist Temporal Classification with Maximum Entropy Regularization. UFSAC: Unification of Sense Annotated Corpora and Tools. Incorporating Argument-Level Interactions for Persuasion Comments Evaluation using Co-attention Model. Learning Efficient Single-stage Pedestrian Detectors by Asymptotic Localization Fitting. Debiasing Evidence Approxi …

Paper Group NANR 103

October 15, 2019

Deep Homogeneous Mixture Models: Representation, Separation, and Approximation. Cross-Pair Text Representations for Answer Sentence Selection. DFT-based Transformation Invariant Pooling Layer for Visual Classification. Scale-Awareness of Light Field Camera based Visual Odometry. Transfer and Multi-Task Learning for Noun–Noun Compound Interpretatio …

Paper Group NANR 118

October 15, 2019

Complex Word Identification Using Character n-grams. 4DFAB: A Large Scale 4D Database for Facial Expression Analysis and Biometric Applications. Proceedings of the Second Workshop on Computational Modeling of People’s Opinions, Personality, and Emotions in Social Media. Neural Event Extraction from Movies Description. A Multi-lingual Multi-task Arc …

Paper Group NANR 158

October 15, 2019

Metadata Collection Records for Language Resources. Managing Public Sector Data for Multilingual Applications Development. Strategies and Challenges for Crowdsourcing Regional Dialect Perception Data for Swiss German and Swiss French. Johns Hopkins or johnny-hopkins: Classifying Individuals versus Organizations on Twitter. Cheating a Parser to Deat …

Paper Group NANR 197

October 15, 2019

Training Deep AutoEncoders for Recommender Systems. Variational Inference and Deep Generative Models. Using Word Vectors to Improve Word Alignments for Low Resource Machine Translation. Visually Guided Spatial Relation Extraction from Text. Manzanilla: An Image Annotation Tool for TKB Building. Cross-Modal Ranking with Soft Consistency and Noisy La …

Paper Group NANR 47

October 15, 2019

A Dataset of Hindi-English Code-Mixed Social Media Text for Hate Speech Detection. Evaluation methodologies in Automatic Question Generation 2013-2018. Detecting Institutional Dialog Acts in Police Traffic Stops. Real-time Change Point Detection using On-line Topic Models. IIT Delhi at SemEval-2018 Task 1 : Emotion Intensity Prediction. Does Abilit …

Paper Group NANR 77

October 15, 2019

What Makes a Video a Video: Analyzing Temporal Information in Video Understanding Models and Datasets. Unsupervised Bilingual Lexicon Induction via Latent Variable Models. Complex Word Identification: Convolutional Neural Network vs. Feature Engineering. CNNs for NLP in the Browser: Client-Side Deployment and Visualization Opportunities. Noise-Base …

Paper Group NANR 98

October 15, 2019

Joint optimization for compressive video sensing and reconstruction under hardware constraints. Introduction to the Special Issue on Language in Social Media: Exploiting Discourse and Other Contextual Information. Revisiting Bayes by Backprop. Knowledge Graph Embedding with Numeric Attributes of Entities. An Annotated Corpus of Picture Stories Reto …