generative ai 精选资源合集

Awesome Generative AI [](https://awesome.re)[](https://www.trackawesomelist.com/filipecalegario/awesome-generative-deep-art/)

A curated list of Generative AI projects, tools, artworks, and models

• Generative AI Area
• Generative AI history, timelines, maps, and definitions
• Ethics, Philosophical questions and Discussions about Generative AI
• Critical Views about Generative AI
• Generative AI Processes and Artifacts
• Generative AI Tools Directories
• Courses and Educational Materials
• Human-AI Interaction
• Papers Collection
• Online Tools and Applications
• Code and Programming
• Vibe Coding
• AI-Powered Code Generation
• Text
• Everything to Markdown to LLMs
• Small Language Models
• Large Language Models (LLMs)
• Model Context Protocol
• Programming Frameworks for LLMs
• Prompt Engineering
• Prompt Optimizers
• Prompt Engineering for Text-to-text
• Prompt Engineering for Text-to-image
• Mamba
• Running LLMs Locally
• Function Calling
• GPTs and Assistant API
• Retrieval-Augmented Generation (RAG)
• Embeddings and Semantic Search
• Autonomous LLM Agents
• Multi-agents
• LLM Evaluation
• LLMOps
• AI Engineering
• Attacks on LLMs
• LangChain
• ChatGPT
• Text-related Generative Tools
• Research AI Tools
• AI Tools for Research
• AI Tools for Searching
• Image
• Image Synthesis
• Inbox: Stable Diffusion
• Stable Diffusion Deployed Web Tools
• Web UI for Stable Diffusion via Google Colab
• References Collection about Stable Diffusion
• Hypertechniques
• ControlNet
• Textual Inversion
• DreamBooth
• Deforum
• Creative Uses of Generative AI Image Synthesis Tools
• Image Upscaling
• Image Restoration
• Image Segmentation
• Video and Animation
• Audio and Music
• Speech
• Text-to-speech (TTS) and avatars
• Podcast generators
• Speech-to-text (STT) and spoken content analysis
• Games
• Multimodal
• Multimodal Embedding Space
• Datasets
• Misc
• AI and Education
• People and works
• Interesting Twitter Accounts
• Interesting Instagram Accounts, Posts and Reels
• Interesting Youtube Channels
• Interesting GitHub Repositories
• Artists and Artworks
• Galleries
• Related Awesome Lists
• Bio experiments
• Jobs in Generative AI
• Improving Google Colab experience
• Auxiliary tools and concepts
• Dimension reduction techniques
• Roadmaps, Tracks, Rails
• Stargazers over time
• Contribute
• License

Repository Introduction

Welcome to our Awesome List of Generative AI resources! This repository is a curated collection of references in the dynamic field of Generative AI, equipped with various sources such as academic papers, technical articles, online courses, tutorials, and software.

Critical Views about Generative AI

• The case against AI-generated users - IDEO
• Why handing over total control to AI agents would be a huge mistake | MIT Technology Review
• Collection of "The Most Thoughtful Writing about Generative AI" by Eryk Salvaggio
• AI Snake Oil: Separating Hype from Reality | TechPolicy.Press
• Deconstructing the AI Myth: Fallacies and Harms of Algorithmification
• Challenging The Myths of Generative AI | TechPolicy.Press
• I am tired of AI | On Test Automation
• Critique of Generative AI Can Harm Learning Study Design  by Steffi Tan, Vaikunthan Rajaratnam :: SSRN
• Generative AI Can Harm Learning by Hamsa Bastani, Osbert Bastani, Alp Sungu, Haosen Ge, Özge Kabakcı, Rei Mariman :: SSRN
• I Taught for Most of My Career. I Quit Because of ChatGPT | TIME
• AI Risks that Could Lead to Catastrophe | CAIS
• The AI Risk Repository
• [[2406.17864] AI Risk Categorization Decoded (AIR 2024)](https://www.arxiv.org/abs/2406.17864): From Government Regulations to Corporate Policies
• "AI for Good" Campaigns Are the Wrong Approach - IEEE Spectrum
• Generative AI is not the panacea we’ve been promised | Eric Siegel for Big Think+ - YouTube
• Thoughts on GenAI by James Gosling
• Automated Social Science: Language Models as Scientist and Subjects | NBER
• When Will the GenAI Bubble Burst? - by Gary Marcus
• Nightshade, the tool that ‘poisons’ data, gives artists a fighting chance against AI | TechCrunch
• How AI Fails Us | Edmond & Lily Safra Center for Ethics
• Generative AI Has a Visual Plagiarism Problem - IEEE Spectrum: "Experiments with Midjourney and DALL-E 3 show a copyright minefield"
• [[2308.03762] GPT-4 Can't Reason](https://arxiv.org/abs/2308.03762): "despite the genuinely impressive improvement, there are good reasons to be highly skeptical of GPT-4's ability to reason"
• Risk and Harm: Unpacking Ideologies in the AI Discourse | Proceedings of the 5th International Conference on Conversational User Interfaces
• [[2305.18654] Faith and Fate: Limits of Transformers on Compositionality](https://arxiv.org/abs/2305.18654)
• [[2210.02667] A Human Rights-Based Approach to Responsible AI](https://arxiv.org/abs/2210.02667)
• On the Dangers of Stochastic Parrots | Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency
• This new data poisoning tool lets artists fight back against generative AI | MIT Technology Review
• The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market by Xiang Hui, Oren Reshef, Luofeng Zhou :: SSRN
• AI in Education Group Meeting Notes - Google Docs
• Syllabi Policies for AI Generative Tools - Google Docs
• Five takeaways from UK’s AI safety summit at Bletchley Park | Artificial intelligence (AI) | The Guardian
• Frontier AI: capabilities and risks – discussion paper - GOV.UK
• AI Safety Summit Policy Updates | AISS 2023
• Responsible enterprise decisions with knowledge-enriched generative AI | Deloitte Netherlands
• [[2310.13149] Understanding Generative AI in Art: An Interview Study with Artists on G-AI from an HCI Perspective](https://arxiv.org/abs/2310.13149)
• [[2309.12338] Artificial Intelligence and Aesthetic Judgment](https://arxiv.org/abs/2309.12338): "as generative AI influences contemporary aesthetic judgment we outline some of the pitfalls and traps in attempting to scrutinize what AI generated media means"
• AI Worship | Marginal REVOLUTION
• Artificial intelligence technology behind ChatGPT was built in Iowa — with a lot of water | AP News
• ChatGPT is fun, but not an author | Science
• Behind the AI boom, an army of overseas workers in ‘digital sweatshops’ | The Washington Post: Scale AI’s Remotasks workers in the Philippines cry foul over low pay
• It’s Not Intelligent If It Always Halts: A Critical Perspective on Current Approaches to AGI | Life Is Computation
• The human costs of the AI boom | TechCrunch
• AI Scams, Spam, Hacking, Are Ruining the Internet
• The ChatGPT revolution is another tech fantasy
• Why AI Will Save the World | Andreessen Horowitz
• Hollywood studios proposed AI contract that would give them likeness rights ‘for the rest of eternity’ - The Verge
• The shady world of Brave selling copyrighted data for AI training
• Inside the AI Factory: the humans that make tech seem human - The Verge
• Why transformative artificial intelligence is really, really hard to achieve
• AI and the automation of work — Benedict Evans
• Yuval Noah Harari argues that AI has hacked the operating system of human civilisation
• Generative AI Takes Stereotypes and Bias From Bad to Worse
• Governance of superintelligence by OpenAI
• AIAAIC - AIAAIC Repository: "The independent, open, public interest resource detailing incidents and controversies driven by and relating to artificial intelligence, algorithms, and automation"
• Just Calm Down About GPT-4 Already - IEEE Spectrum
• Pause Giant AI Experiments: An Open Letter - Future of Life Institute
• "OpenAI released plugins for ChatGPT": tweet from @thealexbanks with a list of reflections about the impact of ChatGPT plugins
• Is a socially fair Artificial Intelligence possible? | Uma Inteligência Artificial socialmente justa é possível?: post in Portuguese by H.D. Mabuse
• Noam Chomsky on ChatGPT: It's "Basically High-Tech Plagiarism" and "a Way of Avoiding Learning" | Open Culture
• Despite Their Feats, Large Language Models Still Haven't Contributed to Linguistics | Towards Data Science
• Will ChatGPT Kill the Student Essay? | The Atlantic
• What ChatGPT and generative AI mean for science | Nature
• ChatGPT Is a Bullshit Generator Waging Class War
• Some thoughts about generative AI and the future of education – Mark Carrigan
• Educator Considerations for ChatGPT - OpenAI API
• Stable Diffusion Frivolous · Because lawsuits based on ignorance deserve a response.: a community response for the "Stable Diffusion litigation"
• Stable Diffusion litigation · Joseph Saveri Law Firm & Matthew Butterick
• Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations | OpenAI
• Abstracts written by ChatGPT fool scientists
• When Machines Change Art | Aaron Hertzmann’s blog
• The Dark Risk of Large Language Models | WIRED UK
• ChatGPT, DALL-E 2 and the collapse of the creative process
• What AI-Generated Art Really Means for Human Creativity | WIRED
• Forecasting Potential Misuses of Language Models for Disinformation Campaigns—and How to Reduce Risk
• The Dark Side of AI Art: 4 Potential Issues With the Growing Trend
• Armed With ChatGPT, Cybercriminals Build Malware And Plot Fake Girl Bots
• ChatGPT And The Mass Production Of Office Work - Farsight
• The Danger Of ChatGPT Nobody Talks About | by Jacob Ferus | Dec, 2022 | Medium
• Mind Control in the Metaverse. If we’ve learned anything about… | by Louis Rosenberg | Predict | Dec, 2022 | Medium
• The Brilliance and Weirdness of ChatGPT - The New York Times
• Como o texto gerado por Inteligência Artificial está envenenando a Internet - MIT Technology Review
• O ChatGPT é o momento “Jurassic Park” da inteligência artificial - NeoFeed
• Por favor, mais racionalidade e menos frenesi em relação ao chatGPT (Parte 1 de 2) | by Cezar Taurion | Dec, 2022 | Medium
• E se estivermos usando uma IA pseudocientífica? - Diogo Cortiz
• As limitações da sensação tecnológica de 2023: o ChatGPT | IAgora? | Época NEGÓCIOS
• 7 Revealing Ways AIs Fail - IEEE Spectrum