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Neural Networks

11300 directly classified papers

Papers per year

Papers

Bidirectional Recurrence for Cardiac Motion Tracking with Gaussian Process Latent Coding NIPS 2024
Advection Augmented Convolutional Neural Networks NIPS 2024
Topological obstruction to the training of shallow ReLU neural networks NIPS 2024
Separations in the Representational Capabilities of Transformers and Recurrent Architectures NIPS 2024
Polyhedral Complex Derivation from Piecewise Trilinear Networks NIPS 2024
Mean-Field Analysis for Learning Subspace-Sparse Polynomials with Gaussian Input NIPS 2024
DOFEN: Deep Oblivious Forest ENsemble NIPS 2024
Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation NIPS 2024
Better by default: Strong pre-tuned MLPs and boosted trees on tabular data NIPS 2024
$C^2M^3$: Cycle-Consistent Multi-Model Merging NIPS 2024
Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models NIPS 2024
A Neural Network Approach for Efficiently Answering Most Probable Explanation Queries in Probabilistic Models NIPS 2024
Spiking Graph Neural Network on Riemannian Manifolds NIPS 2024
Structured flexibility in recurrent neural networks via neuromodulation NIPS 2024
Connecting Joint-Embedding Predictive Architecture with Contrastive Self-supervised Learning NIPS 2024
UniSDF: Unifying Neural Representations for High-Fidelity 3D Reconstruction of Complex Scenes with Reflections NIPS 2024
Layer-Adaptive State Pruning for Deep State Space Models NIPS 2024
MoE Jetpack: From Dense Checkpoints to Adaptive Mixture of Experts for Vision Tasks NIPS 2024
LION: Linear Group RNN for 3D Object Detection in Point Clouds NIPS 2024
Neural Redshift: Random Networks are not Random Functions CVPR 2024
How Effective Are State Space Models for Machine Translation? EMNLP 2024
A Simple Angle-based Approach for Contrastive Learning of Unsupervised Sentence Representation EMNLP 2024
Detecting Ambiguous Utterances in an Intelligent Assistant EMNLP 2024
Learnability of high-dimensional targets by two-parameter models and gradient flow NIPS 2024
Neuron Specialization: Leveraging Intrinsic Task Modularity for Multilingual Machine Translation EMNLP 2024