AIGC全景总览

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AIGC全景总览

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2024年1月11日修改

1.
中国AIGC产业图谱全景图​

common.docs_name - LarkCCM_Docs_Menu_Image

1.2 2023年新晋AIGC独角兽

内容较长，点击👉🦄️2023年新晋AIGC独角兽阅读

2.
GPT & LLM 总览（Transformer）​

画板

2.1
论文​

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读论文推荐李沐老师的论文精读系列 BiliBili | Github（包含所有视频和对应论文列表）

Ensemble & MoE

Scaling Expert Language Models with Unsupervised Domain Discovery.pdf

|

LLM-Blender- Ensembling Large Language Models with Pairwise Ranking and Generative Fusion.pdf

|

Switch Transformers.pdf

| OpenAI：训练大模型技巧/Techniques for training large neural networks |

GLaM-Efficient Scaling of Language Models with Mixture-of-Experts.pdf

GPT4 Vision System Card.pdf

The Dawn of LMMs- Preliminary Explorations with GPT-4V(ision).pdf

GPT-4V-The Dawn of LMMs-中文.pdf

| 机器之心解读 | 中文翻译

GPT-4技术报告.pdf

| 论文视频解读 |

20230711.SEMI.GPT-4 Architecture, Infrastructure, Training Dataset, Costs, Vision, MoE.pdf

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StateOfGPT-Andrej Karpathy-PPT.pdf

中英-StateOfGPT-Andrej Karpathy.docx

ChatGPT: Optimizing Language Models for Dialogue

GPT3-Language Models are Few-Shot Learners.pdf

GPT2-Language Models are Unsupervised Multitask Learners.pdf

GPT1-Improving Language Understanding by Generative Pre-Training.pdf

| 李沐视频解读

Learning to Generate Reviews and Discovering Sentiment.pdf

| 首次发现涌现的论文- 2017 年 4 月 5 日 | 简报 | 提及的 TED 演讲

Let’s Verify Step by Step.pdf

| 解读 | 官网 | HTML在线版本 | 发布时间 2023-03--31

LLaMA-Open and Efficient Foundation Language Models.pdf

| 解读

Llama 2-Open Foundation and Fine-Tuned Chat Models.pdf

| 官网 | Memo | Memo2 | 靠谱解读

CodeChain- Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules.pdf

| 解读

Chain-of-Thought Prompting Elicits Reasoning.pdf

| 笔记 | 解读

Tree of Thoughts-Deliberate Problem Solving.pdf

| 报道

Emergent Abilities of Large Language Models.pdf

more is different.pdf

| 更进一步阅读

LIMA-Less Is More for Alignment.pdf

| 对比 | 解读

The False Promise of Imitating Proprietary LLMs.pdf

| 解读

Are Emergent Abilities of Large Language Models a.pdf

| 解读

自我修复

Demystifying GPT Self-Repair for Code Generation.pdf

| 解读

Harnessing the Power of LLMs in Practice- A Survey on ChatGPT and Beyond.pdf

GPTs are GPTs-An Early Look at the Labor Market Impact Potential of Large Language Models.pdf

Large Language Models are Zero-Shot Reasoners.pdf

InstructGPT:

Training language models to follow instructions with human feedback.pdf

| 李沐视频解读

RLHF:

Augmenting Reinforcement Learning with Human Feedback.pdf

Anthropic-Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.pdf

| 解读

Scaling law：

Scaling Laws for Neural Language Models.pdf

PPO 近端策略优化

Proximal Policy Optimization Algorithms.pdf

Google

PaLM-Scaling Language Modeling with Pathways.pdf

60%

VideoPoet-A Large Language Model for Zero-Shot Video Generation.pdf

VOYAGER- An Open-Ended Embodied Agent with Large Language Models.pdf

| 解读 | 项目主页 - 我的世界机器人

Is GPT-4 a Good Data Analyst.pdf

Language models can explain neurons in language models GPT4 解释 GPT2 | 文章代码 | 解读 | Greg Brockman-Twitter Thread

Magic123- One Image to High-Quality 3D Object.pdf

| 2D->3D | 网页

Orca-Progressive Learning from Complex Explanation Traces of GPT-4.pdf

| 小模型好效果

LeanDojo- Theorem Proving with Retrieval-Augmented Language Models.pdf

辅助数学证明 | 解读

IMAGEBIND-One Embedding Space To Bind Them All.pdf

| Meta多模态

Language Is Not All You Need-Aligning Perception with Language Models.pdf

| 多模态应用

RLlib-Abstractions for Distributed Reinforcement Learning.pdf

中-RLlib-Abstractions for Distributed Reinforcement Learning.pdf

Dota 2 with Large Scale Deep Reinforcement Learning.pdf

综述 Parameter-Efficient Fine-Tuning

Scaling Down to Scale Up- A Guide to Parameter-Efficient Fine-Tuning.pdf

GPT + 核磁共振重建大脑图像 | 论文

High-resolution image reconstruction with latent diffusion models from human brain activity.pdf

| 主页

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综述

A Survey of Large Language Models-v11.pdf

| 报道 | Github |

LLM Survey-V1-zh.pdf

Challenges and Applications of Large Language Models.pdf

Harnessing the Power of LLMs in Practice- A Survey on ChatGPT and Beyond.pdf

演化树

Sparks of Artificial General Intelligence-Early experiments with GPT-4.pdf

（解读）

《GPT-4 ，通用人工智能的火花》论文内容精选与翻译.pdf

微软GPT研究报告（全中文版）.pdf

BloombergGPT- A Large Language Model for Finance.pdf

HuggingGPT-Solving AI Tasks with ChatGPT and.pdf

react synergizing reasoning and acting in language models.pdf

| 笔记

Low-code LLM- Visual Programming over LLMs.pdf

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