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 523 篇，第 3 / 11 页

101. ICLR 2026Inferring brain plasticity rule under long-term stimulation with structured recurrent dynamics
102. ICLR 2026InputDSA: Demixing, then comparing recurrent and externally driven dynamics
103. ICLR 2026Instilling an Active Mind in Avatars via Cognitive Simulation
104. ICLR 2026Is the Reversal Curse a Binding Problem? Uncovering Limitations of Transformers from a Basic Generalization Failure
105. ICLR 2026Is This Just Fantasy? Language Model Representations Reflect Human Judgments of Event Plausibility
106. ICLR 2026JanusVLN: Decoupling Semantics and Spatiality with Dual Implicit Memory for Vision-Language Navigation
107. ICLR 2026Joint Adaptation of Uni-modal Foundation Models for Multi-modal Alzheimer's Disease Diagnosis
108. ICLR 2026KANO: Kolmogorov-Arnold Neural Operator
109. ICLR 2026Language and Experience: A Computational Model of Social Learning in Complex Tasks
110. ICLR 2026Latent Geometry-Driven Network Automata for Complex Network Dismantling
111. ICLR 2026LaVCa: LLM-assisted Visual Cortex Captioning
112. ICLR 2026Learning Brain Representation with Hierarchical Visual Embeddings
113. ICLR 2026Learning Data-Efficient and Generalizable Neural Operators via Fundamental Physics Knowledge
114. ICLR 2026Learning Distributions over Permutations and Rankings with Factorized Representations
115. ICLR 2026Learning from the Electronic Structure of Molecules across the Periodic Table
116. ICLR 2026Learning From the Past with Cascading Eligibility Traces
117. ICLR 2026Learning residue level protein dynamics with multiscale Gaussians
118. ICLR 2026Learning to Grasp Anything By Playing with Random Toys
119. ICLR 2026Learning What Matters Now: Dynamic Preference Inference under Contextual Shifts
120. ICLR 2026LLEMA: Accelerating Materials Design via LLM-Guided Evolutionary Search
121. ICLR 2026Local Geometry Attention for Time Series Forecasting under Realistic Corruptions
122. ICLR 2026LogicXGNN: Grounded Logical Rules for Explaining Graph Neural Networks
123. ICLR 2026LORE: Jointly Learning The Intrinsic Dimensionality and Relative Similarity Structure from Ordinal Data
124. ICLR 2026Low-Pass Filtering Improves Behavioral Alignment of Vision Models
125. ICLR 2026Many Eyes, One Mind: Temporal Multi-Perspective and Progressive Distillation for Spiking Neural Networks
126. ICLR 2026MatRIS: Toward Reliable and Efficient Pretrained Machine Learning Interaction Potentials
127. ICLR 2026mCLM: A Modular Chemical Language Model that Generates Functional and Makeable Molecules
128. ICLR 2026MemoryVLA: Perceptual-Cognitive Memory in Vision-Language-Action Models for Robotic Manipulation
129. ICLR 2026Meta-Learning Theory-Informed Inductive Biases using Deep Kernel Gaussian Processes
130. ICLR 2026MindMix: A Multimodal Foundation Model for Auditory Perception Decoding via Deep Neural-Acoustic Alignment
131. ICLR 2026MindPilot: Closed-loop Visual Stimulation Optimization for Brain Modulation with EEG-guided Diffusion
132. ICLR 2026Mixture of Cognitive Reasoners: Modular Reasoning with Brain-Like Specialization
133. ICLR 2026MnemoDyn: Learning Resting State Dynamics from $40$K FMRI sequences
134. ICLR 2026Model-Guided Microstimulation Steers Primate Visual Behavior
135. ICLR 2026Modeling Others' Minds as Code
136. ICLR 2026MoGen: Detailed Neuronal Morphology Generation via Point Cloud Flow Matching
137. ICLR 2026Moving Beyond Diffusion: Hierarchy-to-Hierarchy Autoregression for fMRI-to-Image Reconstruction
138. ICLR 2026Multi-Synaptic Cooperation: A Bio-Inspired Framework for Robust and Scalable Continual Learning
139. ICLR 2026Multifidelity Simulation-based Inference for Computationally Expensive Simulators
140. ICLR 2026Musculoskeletal simulation of limb movement biomechanics in Drosophila melanogaster
141. ICLR 2026Nef-Net v2: Adapting Electrocardio Panorama in the wild
142. ICLR 2026Neural Dynamics Self-Attention for Spiking Transformers
143. ICLR 2026Neural Synchrony Between Socially Interacting Language Models
144. ICLR 2026ODEBrain: Continuous-Time EEG Graph for Modeling Dynamic Brain Networks
145. ICLR 2026Omni-iEEG: A Large-Scale, Comprehensive iEEG Dataset and Benchmark for Epilepsy Research
146. ICLR 2026OmniMouse: Scaling properties of multi-modal, multi-task Brain Models on 150B Neural Tokens
147. ICLR 2026On Powerful Ways to Generate: Autoregression, Diffusion, and Beyond
148. ICLR 2026Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks
149. ICLR 2026Only Brains Align with Brains: Cross-Region Patterns Expose Limits of Normative Models
150. ICLR 2026OXtal: An All-Atom Diffusion Model for Organic Crystal Structure Prediction

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。