AIGC周刊 | 第41期

时间: 2023.8.14-2023.8.20

最新技术:

  1. Self-Alignment with Instruction Backtranslation

    https://arxiv.org/abs/2308.06259

  2. Platypus: Quick, Cheap, and Powerful Refinement of LLMs

    https://arxiv.org/abs/2308.07317v1

  3. A Survey on Model Compression for Large Language Models

    https://arxiv.org/abs/2308.07633

  4. Predicting transcriptional outcomes of novel multigene perturbations with GEARS

    https://www.nature.com/articles/s41587-023-01905-6.pdf

  5. Shepherd: A Critic for Language Model Generation

    https://arxiv.org/abs/2308.04592

  6. Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification

    https://arxiv.org/abs/2308.07921

  7. Teach LLMs to Personalize — An Approach inspired by Writing Education

    https://arxiv.org/abs/2308.07968

  8. OctoPack: Instruction Tuning Code Large Language Models

    https://arxiv.org/abs/2308.07124v1

  9. Efficient Guided Generation for Large Language Models

    https://arxiv.org/abs/2307.09702

  10. Bayesian Flow Networks

    https://arxiv.org/abs/2308.07037

  11. AI Assistance in Legal Analysis: An Empirical Study

    https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4539836

  12. Exploring the Intersection of Large Language Models and Agent-Based

    Modeling via Prompt Engineering

    https://arxiv.org/pdf/2308.07411.pdf

  13. Dolma: An Open Corpus of 3 Trillion Tokens for Language Model Pretraining Research

    首页:https://allenai.github.io/dolma/

    数据:https://huggingface.co/datasets/allenai/dolma

    论文:https://drive.google.com/file/d/12gOf5I5RytsD159nSP7iim_5zN31FCXq/view

  14. WizardMath论文 https://github.com/nlpxucan/WizardLM/blob/main/WizardMath/WizardMath_Paper.pdf

  15. AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

    https://arxiv.org/abs/2308.08155

  16. CoDeF: Content Deformation Fields for Temporally Consistent Video Processing

    主页:https://qiuyu96.github.io/CoDeF/

  17. BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents

    https://arxiv.org/abs/2308.05960

  18. How is LLaMa.cpp possible?

    https://finbarr.ca/how-is-llama-cpp-possible/

  19. 改动一行代码,PyTorch训练三倍提速,这些高级技术是关键

    https://mp.weixin.qq.com/s/urhuDZ3Mi_AIUvd1gq91-g

课程:

  1. Large Language Models and Transformers https://simons.berkeley.edu/workshops/large-language-models-transformers/videos

  2. Large Language Model Day (LLM Day) ACM KDD 2023

    https://bigmodel.ai/llmday-kdd23

  3. PEFT: Prompt 系列高效调参原理解析

    https://mp.weixin.qq.com/s/8FwNpkD5z8l3aSmxp-b1MA

商业:

  1. 对话Deepmind, 英伟达大语言模型专家

    a. AI Agent智能体与开源LLM的应用、挑战与未来(上)https://www.xiaoyuzhoufm.com/episode/64dcf11de490c5dee5a3d3eb

    b. AI Agent智能体与开源LLM的应用、挑战与未来(下)

    https://www.xiaoyuzhoufm.com/episode/64de44303fa4090b748c2303

  2. OpenAI的首次公开收购,为什么是这家仅成立两年的八人设计公司?

    https://mp.weixin.qq.com/s/cmzwJh7-y5P0TpuQARC_gA

  3. Y Combinator最新一期AI项目盘点,一文读懂海外最前沿的AI创业方向

    https://mp.weixin.qq.com/s/9ZMzXNycU_pBpBud231VWQ

  4. Inworld CEO:我是注册AI域名最早的一批人;上一个项目卖给谷歌,现在放弃退休,想要打造平行世界的人口!

    https://mp.weixin.qq.com/s/ieHnE1oi3rB8GCGYVWxjKQ

案例:

  1. GodMode – the smol AI Chat Browser

    https://github.com/smol-ai/GodMode

  2. stabilityai/control-lora

    https://huggingface.co/stabilityai/control-lora

  3. AI-town

    https://github.com/a16z-infra/AI-town

    猫镇:https://github.com/ykhli/cat-town

  4. Inst-Inpaint: Instructing to Remove Objects with Diffusion Models https://huggingface.co/spaces/abyildirim/inst-inpaint

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