Neural Network Optimization

Memory-Efficient Multi-Step Speech Enhancement with Neural ODE Interspeech 2022 Mending Neural Implicit Modeling for 3D Vehicle Reconstruction in the Wild WACV 2022 MetaFormer Is Actually What You Need for Vision CVPR 2022 Meta-Learning Fast Weight Language Models EMNLP 2022 Methods for Estimating and Improving Robustness of Language Models NAACL 2022 Mixture of Attention Heads: Selecting Attention Heads Per Token EMNLP 2022 Modality-specific Learning Rates for Effective Multimodal Additive Late-fusion ACL 2022 Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers AAAI 2022 Momentum Accelerates the Convergence of Stochastic AUPRC Maximization AISTATS 2022 Momentum Aggregation for Private Non-convex ERM NeurIPS 2022 Most Activation Functions Can Win the Lottery Without Excessive Depth NeurIPS 2022 MSR-NV: Neural Vocoder Using Multiple Sampling Rates Interspeech 2022 Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks IJCAI 2022 Multirate Training of Neural Networks ICML 2022 NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search NeurIPS 2022 NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy ICLR 2022 NAS-VAD: Neural Architecture Search for Voice Activity Detection Interspeech 2022 Nest Your Adaptive Algorithm for Parameter-Agnostic Nonconvex Minimax Optimization NeurIPS 2022 NETWORK INSENSITIVITY TO PARAMETER NOISE VIA PARAMETER ATTACK DURING TRAINING ICLR 2022 Neural Architecture Search for Efficient Uncalibrated Deep Photometric Stereo WACV 2022 Neural Architecture Search With Representation Mutual Information CVPR 2022 NeuralArTS: Structuring Neural Architecture Search with Type Theory (Student Abstract) AAAI 2022 Neural Contextual Bandits without Regret AISTATS 2022 Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules NeurIPS 2022 Neural Network Architecture Beyond Width and Depth NeurIPS 2022