Awesome Brain-Inspired-AI

😎 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》

Books

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

Survery

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

Papers

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

Blogs

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

Laboratory	Link
Tsinghua Laboratory of Brain and Intelligence	Link
CASIA Laboratory of Brain Atlas and Brain -inspired Interlligence	Link

Videos

Video Title	Link	Year
一切与经验有关 Richard Sutton揭示强化学习的核心	Link	2025