Neural Networks

UCSM-DNN: User and Card Style Modeling with Deep Neural Networks for Personalized Game AI AAAI 2022 UMUTeam@LT-EDI-ACL2022: Detecting homophobic and transphobic comments in Tamil ACL 2022 UMUTeam@TamilNLP-ACL2022: Emotional Analysis in Tamil ACL 2022 Uncertainty Regularized Multi-Task Learning ACL 2022 Understanding Robust Generalization in Learning Regular Languages ICML 2022 Understanding Robust Learning through the Lens of Representation Similarities NeurIPS 2022 Understanding Stochastic Optimization Behavior at the Layer Update Level (Student Abstract) AAAI 2022 Unified Fourier-based Kernel and Nonlinearity Design for Equivariant Networks on Homogeneous Spaces ICML 2022 Unifying Parsing and Tree-Structured Models for Generating Sentence Semantic Representations NAACL 2022 Universal Approximation in Dropout Neural Networks JMLR 2022 Universal Approximation Theorems for Differentiable Geometric Deep Learning JMLR 2022 Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models ICML 2022 Universality of Group Convolutional Neural Networks Based on Ridgelet Analysis on Groups NeurIPS 2022 Unsupervised Learning of Accurate Siamese Tracking CVPR 2022 Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop ICLR 2022 Unsupervised Learning of Group Invariant and Equivariant Representations NeurIPS 2022 Unsupervised Pre-training Improves Tooth Segmentation in 3-Dimensional Intraoral Mesh Scans MIDL 2022 Unsupervised Training of Sequential Neural Beamformer Using Coarsely-separated and Non-separated Signals Interspeech 2022 Using Neural Machine Translation Methods for Sign Language Translation ACL 2022 UTSA NLP at SemEval-2022 Task 4: An Exploration of Simple Ensembles of Transformers, Convolutional, and Recurrent Neural Networks SemEval 2022 Validation of the Neuro-Concept Detector framework for the characterization of speech disorders: A comparative study including Dysarthria and Dysphonia Interspeech 2022 Vanishing Curvature in Randomly Initialized Deep ReLU Networks AISTATS 2022 Variational Inference for Infinitely Deep Neural Networks ICML 2022 Variational Predictive Routing with Nested Subjective Timescales ICLR 2022 VC dimension of partially quantized neural networks in the overparametrized regime ICLR 2022