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 263 篇，第 4 / 6 页
- ICML 2026Leveraging Gauge Freedom for Learning Non-Gradient Population Dynamics of Stochastic Systems
- ICML 2026LIF Recurrent Memory Enables Long-Horizon Spiking Computation
- ICML 2026Linear Bandits beyond Inner Product Spaces, the case of Bandit Optimal Transport
- ICML 2026Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
- ICML 2026Machine Learning Hamiltonians are Accurate Energy-Force Predictors
- ICML 2026MalTree: Tracing Malware Evolution using Embeddings at Scale
- ICML 2026MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation
- ICML 2026MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
- ICML 2026MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training
- ICML 2026Mesh Based Simulations with Spatial and Temporal awareness
- ICML 2026Mind the State: Towards Unified, Context-Aware EEG-to-fMRI Synthesis
- ICML 2026Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion
- ICML 2026MindZero: Learning Online Mental Reasoning With Zero Annotations
- ICML 2026Mitigating Gradient Pathology in PINNs through Aligned Constraint
- ICML 2026MMClima: A Framework for Multimodal Climate Science Data and Evaluation
- ICML 2026Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement
- ICML 2026Multi-Integration of Labels Across Categories for Component Identification in Multi-trial Time Series
- ICML 2026Multimarginal flow matching with optimal transport potentials
- ICML 2026Multimodal Scaling Laws for Task & Data-Optimized Models of Visual Cortex
- ICML 2026NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
- ICML 2026Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
- ICML 2026Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
- ICML 2026Neural Low-Discrepancy Sequences
- ICML 2026Neural Minimum Weight Perfect Matching for Quantum Error Codes
- ICML 2026Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver
- ICML 2026NeurIPS: Neuro-anatomical Inductive Priors for Sphere-based Brain Decoding
- ICML 2026NeuroCLUS: A Foundation Model with Functional Clustering for Intracranial Neural Decoding
- ICML 2026NeuronCtrl: Geometry-Aware Safe Closed-Loop Generative Control for Neuronal Microenvironment Dynamics
- ICML 2026Next-Gen CAPTCHAs: Leveraging the Cognitive Gap for Scalable and Diverse GUI-Agent Defense
- ICML 2026Omni-fMRI: A Universal Atlas-Free fMRI Foundation Model
- ICML 2026On the Collapse of Generative Paths: A Criterion and Correction for Diffusion Steering
- ICML 2026On the Infinite Width and Depth Limits of Predictive Coding Networks
- ICML 2026Optimal Design for Multinomial Logit Model with Applications to Best Assortment Identification
- ICML 2026OSF: On Pre-training and Scaling of Sleep Foundation Models
- ICML 2026PATCHCODE: Discrete Latent Predictive Learning for EEG Foundation Model
- ICML 2026PCRNet: Phase-aware Complex Refinement Network for EEG-based Auditory Attention Decoding
- ICML 2026PDAgent: An LLM-Driven Autonomous Agent Framework Towards *In Silico* Protein Design via Directed Mutation
- ICML 2026PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
- ICML 2026Physically-Guided Data-Space Rectified Flow for Precipitation Nowcasting
- ICML 2026Physics-Informed Residual Flows
- ICML 2026PinTok: Tokenizers Deserve Dedicated Pinned CPU-Compute and Memory
- ICML 2026PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting
- ICML 2026Positional Encoding for Spiking Transformers
- ICML 2026Practical Mechanism for Fault-Tolerant Spiking Neural Networks via Simple Input Control Based on Learnable Fragmentation
- ICML 2026Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
- ICML 2026Probabilistic Retrofitting of Learned Simulators
- ICML 2026Profiling the Irrational Agent: Cognitive Modeling of LLM Behaviors in Sequential Jailbreaks
- ICML 2026ProMeCD: Unifying Long-Tailed and Noisy Label Learning via White-Box Control
- ICML 2026Protein Design with Agent Rosetta: A Case Study for Specialized Scientific Agents
- ICML 2026Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
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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。