😎 up-to-date & curated list of awesome Brain-Inspired-AI papers, methods & resources.
This repository aims to bridge the gap between artificial neural networks and biological brain mechanisms, fostering interdisciplinary research in cognitive computing, neuromorphic engineering, and biologically-inspired AI.
Images are referenced from the article 《Brain-inspired Artificial Intelligence: A Comprehensive Review》
| Book Title | Author | Link | Year |
|---|---|---|---|
| Principles_of_Neural_Science | McGraw-Hill | - | 1981 |
| Mind as machine: The history of Cognitive science | Margaret A. Boden | Link | 2006 |
| Cognitive Neuroscience | Michael S. Gazzaniga | - | 2011 |
| In consciousness we trust | Hawkan Lau | Link | 2022 |
| Paper Title | Paper | Year |
|---|---|---|
| Brain-inspired Artificial Intelligence: A Comprehensive Review | Link | 2024 |
| Artificial intelligence in the creative industries: a review | Link | 2021 |
| Cognitive artificial intelligence: Brain-inspired intelligent computation in artificial intelligence | Link | 2017 |
| Paper Title | Paper | Code | Year |
|---|---|---|---|
| Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning | Link | - | 2025 |
| Theories of consciousness from the perspective of an embedded processes view | Link | - | 2025 |
| Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem | Link | - | 2024 |
| MemVLT: Vision-Language Tracking with Adaptive Memory-based Prompts | Link | Link | 2024 |
| A Dual-Stream Neural Network Explains the Functional Segregation of Dorsal and Ventral Visual Pathways in Human Brains | Link | Link | 2023 |
| When Brain-inspired AI Meets AGI | Link | - | 2023 |
| On the Binding Problem in Artificial Neural Networks | Link | - | 2020 |
| Towards a statistical mechanics of consciousness: maximization of number of connections is associated with conscious awareness | Link | - | 2016 |
| Blog Title | Author | Link | Year |
|---|---|---|---|
| 原创脑科学科普，微信公众号：脑人言（ibrain-talk） | 东华君 | Link | 2025 |
| 视觉系统：人类最重要的感觉 | 殷尚墨羽 | Link | 2025 |
| 脑与类脑 | 吃虾要吃带籽虾 | Link | 2025 |
| 意识杂谈系列 | 三生万物 | Link | 2025 |
| 意识工程杂谈 | 三生万物 | Link | 2025 |
| 玛格丽特的认知科学史：人如机器（中文译文） | 三生万物 | Link | 2025 |
| 行在意识之径：主观体验的认知神经科学（中文译文） | 三生万物 | Link | 2022 |
| 神经科学、AI前沿普及 | felonwan | Link | 2025 |
| 认知计算神经科学 | felonwan | Link | 2025 |
| 智能与意识 | felonwan | Link | 2025 |
| 全球前50个人工意识模型 | 段玉聪 | Link | 2025 |
| 80个经典人工意识模型 | 段玉聪 | Link | 2025 |
| BRAIN INSPIRED | Paul Middlebrooks | Link | 2025 |
| 《认知神经科学》笔记整理 | 初空月六 | Link | 2024 |
| AI+脑科学：人工智能与脑科学相互促进的作用 | 未来论坛 | Link | 2020 |
| 特征绑定，“时间”会给你答案？ | 张翼飞 | link | 2017 |
| 工作记忆的理论模型 | 东华君 | Link | 2017 |
| Laboratory | Link |
|---|---|
| Tsinghua Laboratory of Brain and Intelligence | Link |
| CASIA Laboratory of Brain Atlas and Brain -inspired Interlligence | Link |
| Video Title | Link | Year |
|---|---|---|
| 一切与经验有关 Richard Sutton揭示强化学习的核心 | Link | 2025 |