Neural Networks

On the non-universality of deep learning: quantifying the cost of symmetry NeurIPS 2022 On the Optimal Memorization Power of ReLU Neural Networks ICLR 2022 On the Optimization Landscape of Neural Collapse under MSE Loss: Global Optimality with Unconstrained Features ICML 2022 On the Parameterization and Initialization of Diagonal State Space Models NeurIPS 2022 On the Prediction Network Architecture in RNN-T for ASR Interspeech 2022 On the Representation Collapse of Sparse Mixture of Experts NeurIPS 2022 On the Role of Spatial, Spectral, and Temporal Processing for DNN-based Non-linear Multi-channel Speech Enhancement Interspeech 2022 On the Spectral Bias of Convolutional Neural Tangent and Gaussian Process Kernels NeurIPS 2022 On the Symmetries of Deep Learning Models and their Internal Representations NeurIPS 2022 On the Transformation of Latent Space in Fine-Tuned NLP Models EMNLP 2022 On the Use of Deep Mask Estimation Module for Neural Source Separation Systems Interspeech 2022 OpenBrand: Open Brand Value Extraction from Product Descriptions ACL 2022 Open Challenges in Deep Stereo: The Booster Dataset CVPR 2022 Open Data Science to Fight COVID-19: Winning the 500k XPRIZE Pandemic Response Challenge (Extended Abstract) IJCAI 2022 OPERA: Operation-Pivoted Discrete Reasoning over Text NAACL 2022 Operative dimensions in unconstrained connectivity of recurrent neural networks NeurIPS 2022 Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks ICLR 2022 Optimization-Based Separations for Neural Networks COLT 2022 Optimization inspired Multi-Branch Equilibrium Models ICLR 2022 Optimization of Deep Neural Network (DNN) Speech Coder Using a Multi Time Scale Perceptual Loss Function Interspeech 2022 Optimized Potential Initialization for Low-Latency Spiking Neural Networks AAAI 2022 Optimize_Prime@DravidianLangTech-ACL2022: Abusive Comment Detection in Tamil ACL 2022 Optimizing Neural Networks with Gradient Lexicase Selection ICLR 2022 Orientation Estimation of Abdominal Ultrasound Images with Multi-Hypotheses Networks MIDL 2022 Oscillatory Fourier Neural Network: A Compact and Efficient Architecture for Sequential Processing AAAI 2022