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 576 篇，第 3 / 12 页

101. ICML 2026Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
102. ICML 2026FusionCell: Cross-Attentive Fusion of Layout Geometry and Netlist Topology for Standard-Cell Performance Prediction
103. ICML 2026Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
104. ICML 2026Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
105. ICML 2026Geometric Flow Grounding: A Unified Manifold Decoupling Framework for Dynamics Discovery and Verification
106. ICML 2026Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
107. ICML 2026Geometry-Guided Generative Representation for Functional Brain Graphs
108. ICML 2026GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
109. ICML 2026Global Credit Assignment via Dynamical Criticality
110. ICML 2026Global Plane Waves from Local Gaussians: Periodic Charge Densities in a Blink
111. ICML 2026Gromov-Wasserstein at Scale, Beyond Squared Norms
112. ICML 2026Harnessing Spectrum Video for Subject-Level Few-Shot and Cross-Montage EEG Generalization
113. ICML 2026HDTree: Generative Modeling of Cellular Hierarchies for Robust Lineage Inference
114. ICML 2026Heavy-tailed Physics-Informed Neural Networks
115. ICML 2026High-Fidelity ANN-to-SNN Conversion via Closed-Loop CKA Distillation
116. ICML 2026How (Not) to Hybridize Neural and Mechanistic Models for Epidemiological Forecasting
117. ICML 2026How do Humans Process AI-generated Hallucination Contents: a Neuroimaging Study
118. ICML 2026How Hard Is Science?
119. ICML 2026How High is ‘High’? Rethinking the Roles of Dimensionality in Topological Data Analysis and Manifold Learning
120. ICML 2026Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models
121. ICML 2026HybridOM: Hybrid Physics-Based and Data-Driven Global Ocean Modeling with Efficient Regional Downscaling
122. ICML 2026Hyperbolic Neural Operator
123. ICML 2026Hyperbolic neural population geometry benefits computation
124. ICML 2026Identifying Connectivity Distributions from Neural Dynamics Using Flows
125. ICML 2026Imposing Boundary Conditions on Neural Operators via Learned Function Extensions
126. ICML 2026Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
127. ICML 2026Improving ML Attacks on LWE with Data Repetition and Stepwise Regression
128. ICML 2026Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
129. ICML 2026Inside the Visual Mind: Neuroscience-Motivated Concept Circuits for Interpreting and Steering Vision Transformers
130. ICML 2026InteractScience: Programmatic and Visually-Grounded Evaluation of Interactive Scientific Demonstration Code Generation
131. ICML 2026Interpretability and Generalization Bounds for Learning Spatial Physics
132. ICML 2026JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
133. ICML 2026Joint Model and Data Sparsification via the Marginal Likelihood
134. ICML 2026Know More, Know Clearer: A Meta-Cognitive Framework for Knowledge Augmentation in Large Language Models
135. ICML 2026LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
136. ICML 2026Large Language Models Develop Novel Social Biases Through Adaptive Exploration
137. ICML 2026Large-Scale Notification Dispatch with Bundle Treatments and Multi-Outcome Uplift Optimization
138. ICML 2026Latent Diffusion Pretraining for Crystal Property Prediction
139. ICML 2026Learning Biophysical Models of Large-Scale Multineuronal Data To Enable Precise Neurostimulation
140. ICML 2026Learning Coherent Representations: A Topological Approach to Interpretability
141. ICML 2026Learning Dynamic Stability Landscapes in Synchronization Networks
142. ICML 2026Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
143. ICML 2026Learning Multi-Scale Hypergraph for High-Order Brain Connectivity Analysis
144. ICML 2026Learning Permutation-invariant Macroscopic Dynamics
145. ICML 2026Learning to Refine: Spectral-Decoupled Iterative Refinement Framework for Precipitation Nowcasting
146. ICML 2026Learning-Guided Integration Contours Construction for Fast Large-Scale Generalized Eigensolvers
147. ICML 2026Learning, Solving and Optimizing PDEs with TensorGalerkin: an efficient high-performance Galerkin assembly algorithm
148. ICML 2026LERD: Latent Event-Relational Dynamics for Neurodegenerative Classification
149. ICML 2026Less Token, More Signal: MoE Expert Pruning via Critical Token Selection
150. ICML 2026Let EEG Models Learn EEG

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。