应用 · neuroscience and cognitive science论文趋势 2023–2026
应用方向：neuroscience_and_cognitive_science
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,033 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 66 | 44 | 49 | 24 | 183 |
| 2024 | 189 | 99 | 107 | 29 | 424 |
| 2025 | 342 | 151 | 157 | 23 | 673 |
| 2026 | 227 | 229 | 263 | 34 | 753 |
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 229 篇，第 4 / 5 页
- ICLR 2026PatchDNA: A Flexible and Biologically-Informed Alternative to Tokenization for DNA
- ICLR 2026PredNext: Explicit Cross-View Temporal Prediction for Unsupervised Learning in Spiking Neural Networks
- ICLR 2026Pretraining with Re-parametrized Self-Attention: Unlocking Generalizationin SNN-Based Neural Decoding Across Time, Brains, and Tasks
- ICLR 2026Private Rate-Constrained Optimization with Applications to Fair Learning
- ICLR 2026Prompt and Parameter Co-Optimization for Large Language Models
- ICLR 2026PromptHub: Enhancing Multi-Prompt Visual In-Context Learning with Locality-Aware Fusion, Concentration and Alignment
- ICLR 2026PSDNorm: Temporal Normalization for Deep Learning in Sleep Staging
- ICLR 2026Read the Room: Video Social Reasoning with Mental-Physical Causal Chains
- ICLR 2026Readout Representation: Redefining Neural Codes by Input Recovery
- ICLR 2026Reducing Semantic Mismatch in Brain-to-Text Decoding Through Personalized Multimodal Masking
- ICLR 2026Reducing Symmetry Increase in Equivariant Neural Networks
- ICLR 2026Representational Alignment Across Model Layers and Brain Regions with Hierarchical Optimal Transport
- ICLR 2026RF-MatID: Dataset and Benchmark for Radio Frequency Material Identification
- ICLR 2026Riemannian High-Order Pooling for Brain Foundation Models
- ICLR 2026RoboPARA: Dual-Arm Robot Planning with Parallel Allocation and Recomposition Across Tasks
- ICLR 2026Robust Selective Activation with Randomized Temporal K-Winner-Take-All in Spiking Neural Networks for Continual Learning
- ICLR 2026Robust Spiking Neural Networks Against Adversarial Attacks
- ICLR 2026SAFA-SNN: Sparsity-Aware On-Device Few-Shot Class-Incremental Learning with Fast-Adaptive Structure of Spiking Neural Network
- ICLR 2026SafeFlowMatcher: Safe and Fast Planning using Flow Matching with Control Barrier Functions
- ICLR 2026Scalable and Adaptive Trust-Region Learning via Projection Convex Hull
- ICLR 2026Scaling Laws and Symmetry, Evidence from Neural Force Fields
- ICLR 2026Sci2Pol: Evaluating and Fine-tuning LLMs on Scientific-to-Policy Brief Generation
- ICLR 2026SciNav: A Principled Agent Framework for Scientific Coding Tasks
- ICLR 2026Sculptor: Empowering LLMs with Cognitive Agency via Active Context Management
- ICLR 2026SEED: Towards More Accurate Semantic Evaluation for Visual Brain Decoding
- ICLR 2026Seeing Through the Brain: New Insights from Decoding Visual Stimuli with fMRI
- ICLR 2026Separable Neural Networks: Approximation Theory, NTK Regime, and Preconditioned Gradient Descent
- ICLR 2026Setting up for failure: automatic discovery of the neural mechanisms of cognitive errors
- ICLR 2026Sheaves Reloaded: A Direction Awakening
- ICLR 2026Shoot First, Ask Questions Later? Building Rational Agents that Explore and Act Like People
- ICLR 2026SigmaDock: Untwisting Molecular Docking with Fragment-Based SE(3) Diffusion
- ICLR 2026SMixer: Rethinking Efficient-Training and Event-Driven SNNs
- ICLR 2026Spectral-guided Physical Dynamics Distillation
- ICLR 2026Spike-based Digital Brain: a novel fundamental model for brain activity analysis
- ICLR 2026Spiking Discrepancy Transformer for Point Cloud Analysis
- ICLR 2026SplitLoRA: Balancing Stability and Plasticity in Continual Learning Through Gradient Space Splitting
- ICLR 2026Spurious Correlation-Aware Embedding Regularization for Worst-Group Robustness
- ICLR 2026Stable and Scalable Deep Predictive Coding Networks with Meta Prediction Errors
- ICLR 2026Stretching Beyond the Obvious: A Gradient-Free Framework to Unveil the Hidden Landscape of Visual Invariance
- ICLR 2026SubDyve: Subgraph-Driven Dynamic Propagation for Virtual Screening Enhancement Controlling False Positive
- ICLR 2026TaCo: A Benchmark for Lossless and Lossy Codecs of Heterogeneous Tactile Data
- ICLR 2026TAVAE: A VAE with Adaptable Priors Explains Contextual Modulation in the Visual Cortex
- ICLR 2026Temporal Slowness in Central Vision Drives Semantic Object Learning
- ICLR 2026Tensor learning with orthogonal, Lorentz, and symplectic symmetries
- ICLR 2026The Achilles’ Heel of LLMs: How Altering a Handful of Neurons Can Cripple Language Abilities
- ICLR 2026The Human Brain as a Dynamic Mixture of Expert Models in Video Understanding
- ICLR 2026The Mind's Transformer: Computational Neuroanatomy of LLM-Brain Alignment
- ICLR 2026The Polar Express: Optimal Matrix Sign Methods and their Application to the Muon Algorithm
- ICLR 2026The Tutor-Pupil Augmentation: Enhancing Learning and Interpretability via Input Corrections
- ICLR 2026Theory-Grounded Evaluation of Human-Like Fallacy Patterns in LLM Reasoning
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查应用 · neuroscience and cognitive science在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "app-neuroscience-and-cognitive-science"}
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。