Neural Networks

Adaptive Bayesian Early-Exit Networks for Efficient Non-Transferable Learning CVPR 2026 Adaptive Learned Image Compression with Graph Neural Networks CVPR 2026 A Geometric Algebra-Informed 3DGS Framework for Wireless Channel Prediction CVPR 2026 Attribution-Guided Model Rectification of Unreliable Neural Network Behaviors CVPR 2026 Brain Tumor Growth Inversion via Differentiable Neural Surrogates MIDL 2026 CHANI: Correlation-based Hawkes Aggregation of Neurons with bio-Inspiration JMLR 2026 ERMoE: Eigen-Reparameterized Mixture-of-Experts for Stable Routing and Interpretable Specialization CVPR 2026 Geminet: Learning the Duality-based Topology-Agnostic Update Operator for Lightweight Traffic Engineering in Changing Topologies NSDI 2026 Learned Incremental Nonlinear Dynamic Inversion for Quadrotors with and without Slung Payloads L4DC 2026 Learning to Solve PDEs on Neural Shape Representations CVPR 2026 Limiting Over-Smoothing and Over-Squashing of Graph Message Passing by Deep Scattering Transforms JMLR 2026 Mechanistic Analysis Of Universality: Numerical Comparison Circuits Across Transformer Architectures ACL 2026 Nonparametric Greedy Equivalence Search with Prior-Fitted Networks CLeaR 2026 NTK-Guided Implicit Neural Teaching CVPR 2026 Reconstructing Spiking Neural Networks Using a Single Neuron with Autapses CVPR 2026 Remedying Coarsening-Based GNN Training under Heterophily via Adaptive Complementary Enhancement UAI 2026 Rethinking SNN Online Training and Deployment: Gradient-Coherent Learning via Hybrid-Driven LIF Model CVPR 2026 Sparsely Timing the Change: A Spiking Temporal Framework for Remote Sensing Interpretation CVPR 2026 SpikeTrack: A Spike-driven Framework for Efficient Visual Tracking CVPR 2026 Stronger Normalization-Free Transformers CVPR 2026 Temporal Representation Enhancement (TRE): Learning to Forget Dominant Patterns for Enhanced Temporal Spiking Features CVPR 2026 Unlocking Pre-trained Weights: Parameter Inheritance for Zero-Shot Initialization CVPR 2026 Analyzing the Role of Permutation Invariance in Linear Mode Connectivity AISTATS 2025 A-NC: Adaptive Neural Control with implicit online inference of privileged parameters L4DC 2025 Components of Creativity: Language Model-based Predictors for Clustering and Switching in Verbal Fluency CoNLL 2025