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🤖 𝗧𝗵𝗲 𝗔𝗜 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁: 𝗔𝗴𝗲𝗻𝘁𝗶𝗰, 𝗳𝘂𝗹𝗹𝘆-𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗳𝗼𝗿 𝘂𝗻𝗱𝗲𝗿 $𝟭𝟱 𝗽𝗲𝗿 𝗽𝗮𝗽𝗲𝗿
🤖 𝗧𝗵𝗲 𝗔𝗜 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁: 𝗔𝗴𝗲𝗻𝘁𝗶𝗰, 𝗳𝘂𝗹𝗹𝘆-𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗳𝗼𝗿 𝘂𝗻𝗱𝗲𝗿 $𝟭𝟱 𝗽𝗲𝗿 𝗽𝗮𝗽𝗲𝗿
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Researchers have just created an AI system that 𝗰𝗮𝗻 𝗰𝗼𝗻𝗱𝘂𝗰𝘁 𝗲𝗻𝘁𝗶𝗿𝗲 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗳𝗿𝗼𝗺 𝘀𝘁𝗮𝗿𝘁 𝘁𝗼 𝗳𝗶𝗻𝗶𝘀𝗵, 𝗽𝗼𝘁𝗲𝗻𝘁𝗶𝗮𝗹𝗹𝘆 𝗿𝗲𝘃𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝗶𝘇𝗶𝗻𝗴 𝗵𝗼𝘄 𝘀𝗰𝗶𝗲𝗻𝘁𝗶𝗳𝗶𝗰 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝗶𝗲𝘀 𝗮𝗿𝗲 𝗺𝗮𝗱𝗲.
Researchers have just created an AI system that 𝗰𝗮𝗻 𝗰𝗼𝗻𝗱𝘂𝗰𝘁 𝗲𝗻𝘁𝗶𝗿𝗲 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗳𝗿𝗼𝗺 𝘀𝘁𝗮𝗿𝘁 𝘁𝗼 𝗳𝗶𝗻𝗶𝘀𝗵, 𝗽𝗼𝘁𝗲𝗻𝘁𝗶𝗮𝗹𝗹𝘆 𝗿𝗲𝘃𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝗶𝘇𝗶𝗻𝗴 𝗵𝗼𝘄 𝘀𝗰𝗶𝗲𝗻𝘁𝗶𝗳𝗶𝗰 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝗶𝗲𝘀 𝗮𝗿𝗲 𝗺𝗮𝗱𝗲.
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It doesn't just assist with specific tasks - it automates the entire research process, from generating ideas to writing and reviewing papers.
It doesn't just assist with specific tasks - it automates the entire research process, from generating ideas to writing and reviewing papers.
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1 - brainstorm novel research directions, 2- write and execute code for experiments & visualize results, get references, and even 3- write up findings in a full academic paper format!
1 - brainstorm novel research directions, 2- write and execute code for experiments & visualize results, get references, and even 3- write up findings in a full academic paper format!
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And it can do all this for under $15 per paper! 🤯
And it can do all this for under $15 per paper! 🤯
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𝗞𝗲𝘆 𝗶𝗻𝘀𝗶𝗴𝗵𝘁𝘀:
𝗞𝗲𝘆 𝗶𝗻𝘀𝗶𝗴𝗵𝘁𝘀:
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🧠 Generates novel research ideas across multiple topics (e.g. diffusion modeling, transformers, learning dynamics aka “grokking”)
🧠 Generates novel research ideas across multiple topics (e.g. diffusion modeling, transformers, learning dynamics aka “grokking”)
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👨‍💻 Uses open-source coding assistant Aider to implement ideas and run experiments. This is especially important since this agentic assistant can iterate if it fails somewhere.
👨‍💻 Uses open-source coding assistant Aider to implement ideas and run experiments. This is especially important since this agentic assistant can iterate if it fails somewhere.
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📊 Visualizes results and plans follow-up experiments (up to 5 rounds)
📊 Visualizes results and plans follow-up experiments (up to 5 rounds)
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✍️ Writes full academic papers, including finding references using Semantic Search API
✍️ Writes full academic papers, including finding references using Semantic Search API
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🕵️ Runs a simulated peer review process to evaluate paper quality
🕵️ Runs a simulated peer review process to evaluate paper quality
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💰 Total cost per paper is under $15. This system can generate "hundreds of interesting, medium-quality papers" in just a week !
💰 Total cost per paper is under $15. This system can generate "hundreds of interesting, medium-quality papers" in just a week !
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𝗦𝘁𝗶𝗹𝗹 𝗻𝗼𝘁 𝗿𝗲𝗮𝗱𝘆 𝘁𝗼 𝗳𝗶𝗹𝗹 𝗜𝗖𝗟𝗥 𝘄𝗶𝘁𝗵 𝗽𝗮𝗽𝗲𝗿𝘀:
𝗦𝘁𝗶𝗹𝗹 𝗻𝗼𝘁 𝗿𝗲𝗮𝗱𝘆 𝘁𝗼 𝗳𝗶𝗹𝗹 𝗜𝗖𝗟𝗥 𝘄𝗶𝘁𝗵 𝗽𝗮𝗽𝗲𝗿𝘀:
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🔁 Ideas generated in one domain tend to be repetitive across different runs, and even different language model
🔁 Ideas generated in one domain tend to be repetitive across different runs, and even different language model
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👀 Does not use vision capabilities to fix visual issues in plots
👀 Does not use vision capabilities to fix visual issues in plots
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💭 Models occasionally hallucinate entire results tables
💭 Models occasionally hallucinate entire results tables
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⇒ Only few of the generated papers would actually meet the threshold for acceptance at a top AI conference
⇒ Only few of the generated papers would actually meet the threshold for acceptance at a top AI conference
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👉 Read their paper: 
👉 Read their paper: 
resource
https://huggingface.co/papers/2408.06292
paper
2408.06292
https://huggingface.co/papers/2408.06292
The AI Scientist: Towards Fully Automated Open-Ended Scientific
  Discovery (2408.06292)
🤖 𝗧𝗵𝗲 𝗔𝗜 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁: 𝗔𝗴𝗲𝗻𝘁𝗶𝗰, 𝗳𝘂𝗹𝗹𝘆-𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗳𝗼𝗿 𝘂𝗻𝗱𝗲𝗿 $𝟭𝟱 𝗽𝗲𝗿 𝗽𝗮𝗽𝗲𝗿

Researchers have just created an AI system that 𝗰𝗮𝗻 𝗰𝗼𝗻𝗱𝘂𝗰𝘁 𝗲𝗻𝘁𝗶𝗿𝗲 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗳𝗿𝗼𝗺 𝘀𝘁𝗮𝗿𝘁 𝘁𝗼 𝗳𝗶𝗻𝗶𝘀𝗵, 𝗽𝗼𝘁𝗲𝗻𝘁𝗶𝗮𝗹𝗹𝘆 𝗿𝗲𝘃𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝗶𝘇𝗶𝗻𝗴 𝗵𝗼𝘄 𝘀𝗰𝗶𝗲𝗻𝘁𝗶𝗳𝗶𝗰 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝗶𝗲𝘀 𝗮𝗿𝗲 𝗺𝗮𝗱𝗲.

It doesn't just assist with specific tasks - it automates the entire research process, from generating ideas to writing and reviewing papers.
1 - brainstorm novel research directions, 2- write and execute code for experiments & visualize results, get references, and even 3- write up findings in a full academic paper format!

And it can do all this for under $15 per paper! 🤯

𝗞𝗲𝘆 𝗶𝗻𝘀𝗶𝗴𝗵𝘁𝘀:
🧠 Generates novel research ideas across multiple topics (e.g. diffusion modeling, transformers, learning dynamics aka “grokking”)
👨‍💻 Uses open-source coding assistant Aider to implement ideas and run experiments. This is especially important since this agentic assistant can iterate if it fails somewhere.
📊 Visualizes results and plans follow-up experiments (up to 5 rounds)
✍️ Writes full academic papers, including finding references using Semantic Search API
🕵️ Runs a simulated peer review process to evaluate paper quality
💰 Total cost per paper is under $15. This system can generate "hundreds of interesting, medium-quality papers" in just a week !

𝗦𝘁𝗶𝗹𝗹 𝗻𝗼𝘁 𝗿𝗲𝗮𝗱𝘆 𝘁𝗼 𝗳𝗶𝗹𝗹 𝗜𝗖𝗟𝗥 𝘄𝗶𝘁𝗵 𝗽𝗮𝗽𝗲𝗿𝘀:
🔁 Ideas generated in one domain tend to be repetitive across different runs, and even different language model
👀 Does not use vision capabilities to fix visual issues in plots
💭 Models occasionally hallucinate entire results tables
⇒ Only few of the generated papers would actually meet the threshold for acceptance at a top AI conference

👉 Read their paper: https://huggingface.co/papers/2408.06292
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