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Chelsea Finn
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Chelsea Finn
@chelseabfinn
Asst Prof of CS & EE @Stanford Co-founder of Physical Intelligence @physical_int PhD from @Berkeley_EECS, EECS BS from @MIT
Palo Alto, CA
ai.stanford.edu/~cbfinn
Joined June 2014
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  • Pinned
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    Chelsea Finn
    @chelseabfinn
    Apr 16
    LLM post-training used to mean fine-tuning to a downstream task Robotics has been stuck in this setting, needing task-specific fine-tuning for best performance ฯ€07 changes this: It works out of the box & outperforms fine-tuned specialists Details: pi.website/pi07
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    Chelsea Finn
    @chelseabfinn
    Feb 25, 2020
    Want to learn about meta-learning? Lecture videos for CS330 are now online! youtube.com/playlist?list=โ€ฆ Topics incl. MTL, few-shot learning, Bayesian meta-learning, lifelong learning, meta-RL & more: cs330.stanford.edu + 3 guest lectures from Kate Rakelly, @svlevine, @jeffclune
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    Chelsea Finn
    @chelseabfinn
    Oct 31, 2024
    Very happy to start sharing our work at Pi ๐Ÿค–โค๏ธ - a 3B pre-trained generalist model trained on 8+ robot platforms - a post-training recipe that allows robots to do dexterous, long-horizon tasks physicalintelligence.company/blog/pi0 What's exciting isn't laundry, but the recipe- a short ๐Ÿงต
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    Chelsea Finn
    @chelseabfinn
    Jan 23, 2025
    Disappointed with your ICLR paper being rejected? Ten years ago today, Sergey and I finished training some of the first end-to-end neutral nets for robot control ๐Ÿค– We submitted the paper to RSS on January 23, 2015. It was rejected for being "incremental" and "unlikely to have
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    Chelsea Finn
    @chelseabfinn
    Mar 12, 2024
    Iโ€™m really excited to be starting a new adventure with multiple amazing friends & colleagues. Our company is called Physical Intelligence (Pi or ฯ€, like the policy). A short thread ๐Ÿงต
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    Chelsea Finn
    @chelseabfinn
    Jun 29, 2018
    Iโ€™m excited to share that I will be joining the faculty of @Stanford in Computer Science, starting in 2019!
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    Chelsea Finn
    @chelseabfinn
    Sep 26, 2019
    Excited to share that Iโ€™m teaching a *new course* on multi-task & meta-learning! Topics incl. optimization-based meta-learning, lifelong learning, meta-RLโ€จ, etc Slides & assignments being posted. Lecture videos to be publicly released after the course. cs330.stanford.edu
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    Chelsea Finn
    @chelseabfinn
    Jan 27, 2023
    LLMs like ChatGPT are becoming more fluent โ€“ how can we detect if something was written by a language model or a human? We developed DetectGPT: a method for detecting if a passage was written by a particular language model.
    Visualization showing a candidate passage going into DetectGPT, where DetectGPT then predicts whether the passage is from a model or another source.
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    Chelsea Finn
    @chelseabfinn
    Apr 1, 2023
    In light of tremendous AI advances & recent calls for pauses on AGI research, I've decided to pivot our lab's direction. Going forward, weโ€™ll focus entirely on certain real-world applications (see thread ๐Ÿงต for details). It was a hard decision but I'm excited for our future work
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    Chelsea Finn
    @chelseabfinn
    Mar 27, 2023
    We introduce a system for fine-grained robotic manipulation! ๐Ÿค– Whatโ€™s new? * We can control cheap robots to do surprisingly dexterous tasks * New technique that allows robots to learn fine motor skills A short thread ๐Ÿงต
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    Chelsea Finn
    @chelseabfinn
    Apr 17, 2023
    Want to learn about meta-learning & few-shot learning? All of the latest lecture videos for Stanford CS330 are now online! youtube.com/playlist?list=โ€ฆ New topics in Fall '22 include: - self-supervised pre-training - large scale meta-optimization - domain adaptation & generalization
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    youtube.com
    Stanford CS330: Deep Multi-Task and Meta Learning I Autumn 2022
    While deep learning has achieved remarkable success in many problems such as image classification, natural language processing, and speech recognition, these...
    151K0151K
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    Chelsea Finn
    @chelseabfinn
    Mar 20, 2024
    Introducing a new, fully open robotics dataset! - 76k episodes - 564 unique scenes - 100 contributors - 13 labs/institutions - 3 continents droid-dataset.github.io A short ๐Ÿงต on the backstory
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    Chelsea Finn
    @chelseabfinn
    Jul 27, 2023
    Our robot can now make you coffee ๐Ÿค–โ˜• A short ๐Ÿงต on how it works โฌ‡๏ธ
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    Chelsea Finn
    @chelseabfinn
    Dec 12, 2023
    DPO is a runner up for NeurIPS outstanding paper. ๐Ÿ™Œ Big congrats especially to the students @rm_rafailov @archit_sharma97 @ericmitchellai & the other awardees. If you haven't learned about DPO already, check out the oral & poster ๐Ÿ‘‡ on Thurs afternoon.
    Poster for the DPO paper, including an overview of how DPO optimizes the same objective as RLHF without RL, a description of the RLHF process, a description of the DPO objective, and an overview of the results on sentiment generation, summarization, and single-turn dialogue problems.
    user avatar
    NeurIPS Conference
    @NeurIPSConf
    Dec 11, 2023
    Replying to @NeurIPSConf
    **Outstanding Main Track Runner-Ups** Scaling Data-Constrained Language Models Direct Preference Optimization: Your Language Model is Secretly a Reward Model
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