应用 · neuroscience and cognitive science论文趋势 2023–2026

主要结论

• 应用 · neuroscience and cognitive science论文从 2023 年的 183 篇增长到 2026 年的 753 篇，三年间扩大到约 4.1 倍。
• NeurIPS 是发应用 · neuroscience and cognitive science论文最多的会议，2023–2026 年共 824 篇，占四个会议总量的 41%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 4 篇增至 2026 年的 44 篇。
• 在「应用领域」的 10 个主题里，它的 2026 年论文数排第 4；同组增长最快的应用 · health medicine是 61 倍，应用 · neuroscience and cognitive science是 4.1 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026(Strongly) Replicable Distribution Testers imply High Probability Distribution Testers
• ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
• ICLR 2026A Biologically Plausible Dense Associative Memory with Exponential Capacity
• CVPR 2026Globscope Toward a Global View of the Loss Landscape
• NeurIPS 2025$\mu$PC: Scaling Predictive Coding to 100+ Layer Networks
• ICML 2025Can Biologically Plausible Temporal Credit Assignment Rules Match BPTT for Neural Similarity? E-prop as an Example
• ICLR 2025A Computational Framework for Modeling Emergence of Color Vision in the Human Brain
• CVPR 2025Blurred LiDAR for Sharper 3D: Robust Handheld 3D Scanning with Diffuse LiDAR and RGB
• NeurIPS 2024$\textit{NeuroPath}$: A Neural Pathway Transformer for Joining the Dots of Human Connectomes
• ICML 2024$\bf{\Phi}_\textrm{Flow}$: Differentiable Simulations for PyTorch, TensorFlow and Jax
• ICLR 2024A Cognitive Model for Learning Abstract Relational Structures from Memory-based Decision-Making Tasks
• CVPR 2024Efficient Detection of Long Consistent Cycles and its Application to Distributed Synchronization
• NeurIPS 2023Adaptive whitening with fast gain modulation and slow synaptic plasticity
• ICML 2023Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data Subpopulations
• ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
• CVPR 20233D Line Mapping Revisited
• NeurIPS 2026$\mathrm{Bounded\mbox{-}RS}$: A Bounded Evaluation Protocol and Testbed for Representational Systematicity
• ICML 2026A hitchhiker's guide to Poisson gradient estimation
• ICLR 2026A Brain Graph Foundation Model: Pre-Training and Prompt-Tuning across Broad Atlases and Disorders
• CVPR 2026LASAR Towards Spatio-temporal Reasoning with Latent Cognitive Map

全部应用 · neuroscience and cognitive science论文

共 189 篇，第 2 / 4 页

51. NeurIPS 2024Disentangling the Roles of Distinct Cell Classes with Cell-Type Dynamical Systems
52. NeurIPS 2024Divergences between Language Models and Human Brains
53. NeurIPS 2024Divide-and-Conquer Predictive Coding: a structured Bayesian inference algorithm
54. NeurIPS 2024Doing Experiments and Revising Rules with Natural Language and Probabilistic Reasoning
55. NeurIPS 2024Du-IN: Discrete units-guided mask modeling for decoding speech from Intracranial Neural signals
56. NeurIPS 2024EEG2Video: Towards Decoding Dynamic Visual Perception from EEG Signals
57. NeurIPS 2024EEGPT: Pretrained Transformer for Universal and Reliable Representation of EEG Signals
58. NeurIPS 2024Empowering and Assessing the Utility of Large Language Models in Crop Science
59. NeurIPS 2024Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces
60. NeurIPS 2024EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature
61. NeurIPS 2024Entropy testing and its application to testing Bayesian networks
62. NeurIPS 2024Evaluating alignment between humans and neural network representations in image-based learning tasks
63. NeurIPS 2024Evaluating Numerical Reasoning in Text-to-Image Models
64. NeurIPS 2024Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals
65. NeurIPS 2024Exploring Behavior-Relevant and Disentangled Neural Dynamics with Generative Diffusion Models
66. NeurIPS 2024Exploring the trade-off between deep-learning and explainable models for brain-machine interfaces
67. NeurIPS 2024FasMe: Fast and Sample-efficient Meta Estimator for Precision Matrix Learning in Small Sample Settings
68. NeurIPS 2024FastSurvival: Hidden Computational Blessings in Training Cox Proportional Hazards Models
69. NeurIPS 2024Feedback control guides credit assignment in recurrent neural networks
70. NeurIPS 2024FEEL-SNN: Robust Spiking Neural Networks with Frequency Encoding and Evolutionary Leak Factor
71. NeurIPS 2024Flexible Context-Driven Sensory Processing in Dynamical Vision Models
72. NeurIPS 2024Flexible mapping of abstract domains by grid cells via self-supervised extraction and projection of generalized velocity signals
73. NeurIPS 2024Flexible task abstractions emerge in linear networks with fast and bounded units
74. NeurIPS 2024Flow Snapshot Neurons in Action: Deep Neural Networks Generalize to Biological Motion Perception
75. NeurIPS 2024fMRI predictors based on language models of increasing complexity recover brain left lateralization
76. NeurIPS 2024From Linear to Linearizable Optimization: A Novel Framework with Applications to Stationary and Non-stationary DR-submodular Optimization
77. NeurIPS 2024Gaussian Approximation and Multiplier Bootstrap for Polyak-Ruppert Averaged Linear Stochastic Approximation with Applications to TD Learning
78. NeurIPS 2024GENOT: Entropic (Gromov) Wasserstein Flow Matching with Applications to Single-Cell Genomics
79. NeurIPS 2024Geodesic Optimization for Predictive Shift Adaptation on EEG data
80. NeurIPS 2024Geometric Analysis of Nonlinear Manifold Clustering
81. NeurIPS 2024Geometry of naturalistic object representations in recurrent neural network models of working memory
82. NeurIPS 2024GeSS: Benchmarking Geometric Deep Learning under Scientific Applications with Distribution Shifts
83. NeurIPS 2024Global Distortions from Local Rewards: Neural Coding Strategies in Path-Integrating Neural Systems
84. NeurIPS 2024Goal Reduction with Loop-Removal Accelerates RL and Models Human Brain Activity in Goal-Directed Learning
85. NeurIPS 2024GV-Rep: A Large-Scale Dataset for Genetic Variant Representation Learning
86. NeurIPS 2024Identifying Spatio-Temporal Drivers of Extreme Events
87. NeurIPS 2024Idiographic Personality Gaussian Process for Psychological Assessment
88. NeurIPS 2024Inference of Neural Dynamics Using Switching Recurrent Neural Networks
89. NeurIPS 2024Inferring stochastic low-rank recurrent neural networks from neural data
90. NeurIPS 2024Large Language Models Must Be Taught to Know What They Don’t Know
91. NeurIPS 2024Latent Diffusion for Neural Spiking Data
92. NeurIPS 2024Latent Learning Progress Drives Autonomous Goal Selection in Human Reinforcement Learning
93. NeurIPS 2024Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks
94. NeurIPS 2024Learning Cortico-Muscular Dependence through Orthonormal Decomposition of Density Ratios
95. NeurIPS 2024Learning Macroscopic Dynamics from Partial Microscopic Observations
96. NeurIPS 2024Learning Place Cell Representations and Context-Dependent Remapping
97. NeurIPS 2024Learning predictable and robust neural representations by straightening image sequences
98. NeurIPS 2024Learning to compute Gröbner bases
99. NeurIPS 2024Learning-Augmented Priority Queues
100. NeurIPS 2024Linking In-context Learning in Transformers to Human Episodic Memory

常见问题

2023–2026 年四大会议一共有多少篇应用 · neuroscience and cognitive science论文？

共 2,033 篇，按年份分别是 2023 年 183 篇、2024 年 424 篇、2025 年 673 篇、2026 年 753 篇。

NeurIPS 2026 有多少篇应用 · neuroscience and cognitive science论文？

NeurIPS 2026 有 227 篇应用 · neuroscience and cognitive science论文，上一届是 342 篇。

ICLR 2026 有多少篇应用 · neuroscience and cognitive science论文？

ICLR 2026 有 229 篇应用 · neuroscience and cognitive science论文，上一届是 151 篇。

ICML 2026 有多少篇应用 · neuroscience and cognitive science论文？

ICML 2026 有 263 篇应用 · neuroscience and cognitive science论文，上一届是 157 篇。

CVPR 2026 有多少篇应用 · neuroscience and cognitive science论文？

CVPR 2026 有 34 篇应用 · neuroscience and cognitive science论文，上一届是 23 篇。

哪个会议的应用 · neuroscience and cognitive science论文最多？

NeurIPS，2023–2026 年共 824 篇。