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Methodology
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Deep Learning
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Neural Networks
11300 directly classified papers
Papers per year
2002: 2
2003: 3
2006: 11
2007: 13
2008: 16
2009: 16
2010: 23
2011: 27
2012: 30
2013: 55
2014: 69
2015: 145
2016: 408
2017: 695
2018: 1065
2019: 1479
2020: 1348
2021: 1407
2022: 1147
2023: 1123
2024: 1083
2025: 811
2026: 324
Papers
Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals
NIPS 2024
Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics
NIPS 2024
PointMamba: A Simple State Space Model for Point Cloud Analysis
NIPS 2024
The Empirical Impact of Neural Parameter Symmetries, or Lack Thereof
NIPS 2024
A Layer-Wise Natural Gradient Optimizer for Training Deep Neural Networks
NIPS 2024
MomentumSMoE: Integrating Momentum into Sparse Mixture of Experts
NIPS 2024
MV2Cyl: Reconstructing 3D Extrusion Cylinders from Multi-View Images
NIPS 2024
A two-scale Complexity Measure for Deep Learning Models
NIPS 2024
Identifying Equivalent Training Dynamics
NIPS 2024
Theory-guided Message Passing Neural Network for Probabilistic Inference
AISTATS 2024
CLIP in Mirror: Disentangling text from visual images through reflection
NIPS 2024
Controlled maximal variability along with reliable performance in recurrent neural networks
NIPS 2024
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood
NIPS 2024
Sample Complexity of Algorithm Selection Using Neural Networks and Its Applications to Branch-and-Cut
NIPS 2024
SpikeVoice: High-Quality Text-to-Speech Via Efficient Spiking Neural Network
ACL 2024
Learning 1D Causal Visual Representation with De-focus Attention Networks
NIPS 2024
Optimal deep learning of holomorphic operators between Banach spaces
NIPS 2024
Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data
NIPS 2024
Generative Forests
NIPS 2024
Parameter Efficient Adaptation for Image Restoration with Heterogeneous Mixture-of-Experts
NIPS 2024
Recurrent Reinforcement Learning with Memoroids
NIPS 2024
Unconditional stability of a recurrent neural circuit implementing divisive normalization
NIPS 2024
Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection
NIPS 2024
Inferring stochastic low-rank recurrent neural networks from neural data
NIPS 2024
Suppress Content Shift: Better Diffusion Features via Off-the-Shelf Generation Techniques
NIPS 2024
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