Neural Networks

A Dynamical System Perspective for Lipschitz Neural Networks ICML 2022 A Few Seconds Can Change Everything: Fast Decision-based Attacks against DNNs IJCAI 2022 AFRNN: Stable RNN with Top Down Feedback and Antisymmetry ACML 2022 A general approximation lower bound in L^p norm, with applications to feed-forward neural networks NeurIPS 2022 A Gentle Introduction to Deep Nets and Opportunities for the Future ACL 2022 A global convergence theory for deep ReLU implicit networks via over-parameterization ICLR 2022 Agree To Disagree: When Deep Learning Models With Identical Architectures Produce Distinct Explanations WACV 2022 A Johnson-Lindenstrauss Framework for Randomly Initialized CNNs ICLR 2022 A Large-Scale Comprehensive Dataset and Copy-Overlap Aware Evaluation Protocol for Segment-Level Video Copy Detection CVPR 2022 Algorithmic Diversity and Tiny Models: Comparing Binary Networks and the Fruit Fly Algorithm on Document Representation Tasks EMNLP 2022 All Information is Valuable: Question Matching over Full Information Transmission Network NAACL 2022 All-in-One Image Restoration for Unknown Corruption CVPR 2022 A Localized Geometric Method to Match Knowledge in Low-dimensional Hyperbolic Space EMNLP 2022 A Machine Learning Method for EV Range Prediction with Updates on Route Information and Traffic Conditions AAAI 2022 A Minimal Model for Compositional Generalization on gSCAN EMNLP 2022 A Momentumized, Adaptive, Dual Averaged Gradient Method JMLR 2022 AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness NeurIPS 2022 A Multi-Dimensional, Cross-Domain and Hierarchy-Aware Neural Architecture for ISO-Standard Dialogue Act Tagging COLING 2022 A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs NeurIPS 2022 Analyzing the Representational Geometry of Acoustic Word Embeddings EMNLP 2022 An Enhanced Human Activity Recognition Algorithm with Positional Attention ACML 2022 A Neural Model for Compositional Word Embeddings and Sentence Processing ACL 2022 Angular Super-Resolution in Diffusion MRI with a 3D Recurrent Convolutional Autoencoder MIDL 2022 An hybrid CNN-Transformer model based on multi-feature extraction and attention fusion mechanism for cerebral emboli classification MLHC 2022 An Image Patch Is a Wave: Phase-Aware Vision MLP CVPR 2022