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 157 篇，第 3 / 4 页

101. ICML 2025OneForecast: A Universal Framework for Global and Regional Weather Forecasting
102. ICML 2025OV-MER: Towards Open-Vocabulary Multimodal Emotion Recognition
103. ICML 2025PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations
104. ICML 2025Perceptually Constrained Precipitation Nowcasting Model
105. ICML 2025Permutation Equivariant Neural Networks for Symmetric Tensors
106. ICML 2025Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data
107. ICML 2025Persistent Topological Features in Large Language Models
108. ICML 2025Physics-Informed Weakly Supervised Learning For Interatomic Potentials
109. ICML 2025Poly2Vec: Polymorphic Fourier-Based Encoding of Geospatial Objects for GeoAI Applications
110. ICML 2025Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge
111. ICML 2025Position: Human Baselines in Model Evaluations Need Rigor and Transparency (With Recommendations & Reporting Checklist)
112. ICML 2025Position: Principles of Animal Cognition to Improve LLM Evaluations
113. ICML 2025Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
114. ICML 2025Pre-Training Graph Contrastive Masked Autoencoders are Strong Distillers for EEG
115. ICML 2025Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble
116. ICML 2025QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
117. ICML 2025QuanONet: Quantum Neural Operator with Application to Differential Equation
118. ICML 2025Reflection-Bench: Evaluating Epistemic Agency in Large Language Models
119. ICML 2025Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements
120. ICML 2025Relational Invariant Learning for Robust Solvation Free Energy Prediction
121. ICML 2025Rethink GraphODE Generalization within Coupled Dynamical System
122. ICML 2025Rethink the Role of Deep Learning towards Large-scale Quantum Systems
123. ICML 2025ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks
124. ICML 2025Revisiting Noise Resilience Strategies in Gesture Recognition: Short-Term Enhancement in sEMG Analysis
125. ICML 2025Rhomboid Tiling for Geometric Graph Deep Learning
126. ICML 2025Robust and Conjugate Spatio-Temporal Gaussian Processes
127. ICML 2025RULEBREAKERS: Challenging LLMs at the Crossroads between Formal Logic and Human-like Reasoning
128. ICML 2025Safety-Polarized and Prioritized Reinforcement Learning
129. ICML 2025Scaling Laws for Task-Optimized Models of the Primate Visual Ventral Stream
130. ICML 2025SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields
131. ICML 2025Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning
132. ICML 2025Separating Knowledge and Perception with Procedural Data
133. ICML 2025Socialized Coevolution: Advancing a Better World through Cross-Task Collaboration
134. ICML 2025Sparse Autoencoders for Hypothesis Generation
135. ICML 2025Speculative Prefill: Turbocharging TTFT with Lightweight and Training-Free Token Importance Estimation
136. ICML 2025SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity
137. ICML 2025StealthInk: A Multi-bit and Stealthy Watermark for Large Language Models
138. ICML 2025Steering Protein Language Models
139. ICML 2025Sub-Sequential Physics-Informed Learning with State Space Model
140. ICML 2025SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation
141. ICML 2025Synthesizing Images on Perceptual Boundaries of ANNs for Uncovering and Manipulating Human Perceptual Variability
142. ICML 2025TAROT: Targeted Data Selection via Optimal Transport
143. ICML 2025Temporal Misalignment in ANN-SNN Conversion and its Mitigation via Probabilistic Spiking Neurons
144. ICML 2025Tensor-Var: Efficient Four-Dimensional Variational Data Assimilation
145. ICML 2025Testing the Limits of Fine-Tuning for Improving Visual Cognition in Vision Language Models
146. ICML 2025The Brain's Bitter Lesson: Scaling Speech Decoding With Self-Supervised Learning
147. ICML 2025The dark side of the forces: assessing non-conservative force models for atomistic machine learning
148. ICML 2025Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making
149. ICML 2025TraceGrad: a Framework Learning Expressive SO(3)-equivariant Non-linear Representations for Electronic-Structure Hamiltonian Prediction
150. ICML 2025TS-SNN: Temporal Shift Module for Spiking Neural Networks

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。