Neural Networks

Provably Optimal Memory Capacity for Modern Hopfield Models: Transformer-Compatible Dense Associative Memories as Spherical Codes NeurIPS 2024 Spiking Token Mixer: An event-driven friendly Former structure for spiking neural networks NeurIPS 2024 Towards Robust Saliency Maps ACML 2024 An Exact Poly-Time Membership-Queries Algorithm for Extracting a Three-Layer ReLU Network ICLR 2023 Anisotropic Message Passing: Graph Neural Networks with Directional and Long-Range Interactions ICLR 2023 Backward Feature Correction: How Deep Learning Performs Deep (Hierarchical) Learning COLT 2023 Degree-based stratification of nodes in Graph Neural Networks ACML 2023 Guiding continuous operator learning through Physics-based boundary constraints ICLR 2023 Hebbian Deep Learning Without Feedback ICLR 2023 Pseudo-label Training and Model Inertia in Neural Machine Translation ICLR 2023 Robust Scheduling with GFlowNets ICLR 2023 Auto-Physics-Encoder: Using Physics-Informed Latent Layer Two-Way Physics Flow for Monitoring Systems with Unobservability ACML 2022 Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks ICLR 2022 Infinite-Fidelity Coregionalization for Physical Simulation NeurIPS 2022 Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank ACML 2022 Phase Collapse in Neural Networks ICLR 2022 SketchODE: Learning neural sketch representation in continuous time ICLR 2022 Two-layer neural network on infinite dimensional data: global optimization guarantee in the mean-field regime NeurIPS 2022 Bayesian neural network unit priors and generalized Weibull-tail property ACML 2021 Fidelity-based Deep Adiabatic Scheduling ICLR 2021 Imitating Deep Learning Dynamics via Locally Elastic Stochastic Differential Equations NeurIPS 2021 Learning 3-opt heuristics for traveling salesman problem via deep reinforcement learning ACML 2021 Multi-Branch Network for Cross-Subject EEG-based Emotion Recognition ACML 2021 Minimax Dynamics of Optimally Balanced Spiking Networks of Excitatory and Inhibitory Neurons NeurIPS 2020 Unfolding recurrence by Green’s functions for optimized reservoir computing NeurIPS 2020