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 2,033 篇，第 2 / 41 页

51. ICLR 2026Animal behavioral analysis and neural encoding with transformer-based self-supervised pretraining
52. ICLR 2026Are EEG Foundation Models Worth It? Comparative Evaluation with Traditional Decoders in Diverse BCI Tasks
53. ICLR 2026Assembling the Mind's Mosaic: Towards EEG Semantic Intent Decoding
54. ICLR 2026ATOM: A Pretrained Neural Operator for Multitask Molecular Dynamics
55. ICLR 2026AutoDV: An End-to-End Deep Learning Model for High-Dimensional Data Visualization
56. ICLR 2026Automatic and Structure-Aware Sparsification of Hybrid Neural ODEs with Application to Glucose Prediction
57. ICLR 2026Autoregressive Visual Decoding from EEG Signals
58. ICLR 2026Bayesian Test-Time Adaptation via Dirichlet feature projection and GMM-Driven Inference for Motor Imagery EEG Decoding
59. ICLR 2026Beyond Grid-Locked Voxels: Neural Response Functions for Continuous Brain Encoding
60. ICLR 2026Beyond Hearing: Learning Task-agnostic ExG Representations from Earphones via Physiology-informed Tokenization
61. ICLR 2026Beyond the Known: An Unknown-Aware Large Language Model for Open-Set Text Classification
62. ICLR 2026Bidirectional Predictive Coding
63. ICLR 2026BigMaQ: A Big Macaque Motion and Animation Dataset Bridging Image and 3D Pose Representations
64. ICLR 2026Biologically Plausible Learning via Bidirectional Spike-Based Distillation
65. ICLR 2026BOLT: Decision‑Aligned Distillation and Budget-Aware Routing for Constrained Multimodal QA on Robots
66. ICLR 2026Bound by semanticity: universal laws governing the generalization-identification tradeoff
67. ICLR 2026Brain-IT: Image Reconstruction from fMRI via Brain-Interaction Transformer
68. ICLR 2026Brain-Semantoks: Learning Semantic Tokens of Brain Dynamics with a Self-Distilled Foundation Model
69. ICLR 2026Building spatial world models from sparse transitional episodic memories
70. ICLR 2026Cannistraci-Hebb Training on Ultra-Sparse Spiking Neural Networks
71. ICLR 2026CaRe-BN: Precise Moving Statistics for Stabilizing Spiking Neural Networks in Reinforcement Learning
72. ICLR 2026Causal Interpretation of Neural Network Computations with Contribution Decomposition (CODEC)
73. ICLR 2026Characterizing Human Semantic Navigation in Concept Production as Trajectories in Embedding Space
74. ICLR 2026CityLens: Evaluating Large Vision-Language Models for Urban Socioeconomic Sensing
75. ICLR 2026CodeBrain: Towards Decoupled Interpretability and Multi-Scale Architecture for EEG Foundation Model
76. ICLR 2026CogMoE: Signal-Quality–Guided Multimodal MoE for Cognitive Load Prediction
77. ICLR 2026CogniLoad: A Synthetic Natural Language Reasoning Benchmark With Tunable Length, Intrinsic Difficulty, and Distractor Density
78. ICLR 2026CogniMap3D: Cognitive 3D Mapping and Rapid Retrieval
79. ICLR 2026Common Corpus: The Largest Collection of Ethical Data for LLM Pre-Training
80. ICLR 2026Compositional Neuro-Symbolic Concepts in Neural Activities
81. ICLR 2026Continuous multinomial logistic regression for neural decoding
82. ICLR 2026Controlling Repetition in Protein Language Models
83. ICLR 2026Convex Efficient Coding
84. ICLR 2026Count Bridges enable Modeling and Deconvolving Transcriptomic Data
85. ICLR 2026Coupled Transformer Autoencoder for Disentangling Multi-Region Neural Latent Dynamics
86. ICLR 2026Decoding Dynamic Visual Experience from Calcium Imaging via Cell-Pattern-Aware SSL
87. ICLR 2026Decoding Inner Speech with an End-to-End Brain-to-Text Neural Interface
88. ICLR 2026Decoding Open-Ended Information Seeking Goals from Eye Movements in Reading
89. ICLR 2026DeepSADR: Deep Transfer Learning with Subsequence Interaction and Adaptive Readout for Cancer Drug Response Prediction
90. ICLR 2026Diagnosing Failures in Generalization from Task-Relevant Representational Geometry
91. ICLR 2026Diffusion and Flow-based Copulas: Forgetting and Remembering Dependencies
92. ICLR 2026Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding
93. ICLR 2026Directional Sheaf Hypergraph Networks: Unifying Learning on Directed and Undirected Hypergraphs
94. ICLR 2026Discovering alternative solutions beyond the simplicity bias in recurrent neural networks
95. ICLR 2026Discovering heterogeneous synaptic plasticity rules via large-scale neural evolution
96. ICLR 2026Disentangling the Factors of Convergence between Brains and Computer Vision Models
97. ICLR 2026EarthSE: A Benchmark Evaluating Earth Scientific Exploration Capability for Large Language Models
98. ICLR 2026ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models
99. ICLR 2026EgoBrain: Synergizing Minds and Eyes For Human Action Understanding
100. ICLR 2026Einstein Fields: A Neural Perspective To Computational General Relativity

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。