Neural Networks

Decoding Speaker-Normalized Pitch from EEG for Mandarin Perception Interspeech 2025 Deep Linear Probe Generators for Weight Space Learning ICLR 2025 Efficient and Robust Neural Combinatorial Optimization via Wasserstein-Based Coresets ICLR 2025 Efficiently Parameterized Neural Metriplectic Systems ICLR 2025 End-to-End Diarization utilizing Attractor Deep Clustering Interspeech 2025 Energy-consistent Neural Operators for Hamiltonian and Dissipative Partial Differential Equations AISTATS 2025 Exploring Efficient Directional and Distance Cues for Regional Speech Separation Interspeech 2025 Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs AISTATS 2025 Global Convergence in Neural ODEs: Impact of Activation Functions ICLR 2025 Hypernym Bias: Unraveling Deep Classifier Training Dynamics through the Lens of Class Hierarchy AISTATS 2025 Layered-Parameter Perturbation for Zeroth-Order Optimization of Optical Neural Networks AAAI 2025 Looped ReLU MLPs May Be All You Need as Practical Programmable Computers AISTATS 2025 MIND over Body: Adaptive Thinking using Dynamic Computation ICLR 2025 Neural Contraction Metrics with Formal Guarantees for Discrete-Time Nonlinear Dynamical Systems L4DC 2025 Neuroplastic Expansion in Deep Reinforcement Learning ICLR 2025 RetroDiff: Retrosynthesis as Multi-stage Distribution Interpolation AISTATS 2025 SINE: Scalable MPE Inference for Probabilistic Graphical Models using Advanced Neural Embeddings AISTATS 2025 Unconditionally Calibrated Priors for Beta Mixture Density Networks AISTATS 2025 Unsupervised Model Tree Heritage Recovery ICLR 2025 Early-Exit Neural Networks with Nested Prediction Sets UAI 2024 Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks COLT 2024 HoloNets: Spectral Convolutions do extend to Directed Graphs ICLR 2024 Learning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network ICLR 2024 On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods ICLR 2024 Physics-Constrained Comprehensive Optical Neural Networks NeurIPS 2024