104 min listen
E39: Seeing is Believing with MIT’s Ziming Liu
From"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis
E39: Seeing is Believing with MIT’s Ziming Liu
From"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis
ratings:
Length:
115 minutes
Released:
Jun 27, 2023
Format:
Podcast episode
Description
Ziming Lu is a Physics PhD student at MIT and IAIFI, advised by Prof. Max Tegmark. Ziming’s research is at the intersection of AI and physics. Today’s discussion goes in-depth on Lu’s paper “Seeing is Believing” where he presents Brain-Inspired Modular Training (BIMT), a method for making neural networks more modular and interpretable. The ability to see modules visually can complement current mechanistic interpretability strategies.
The Cognitive Revolution is a part of the Turpentine podcast network. To learn more: Turpentine.co
Watch this episode on YouTube to see research figures and graphics: https://www.youtube.com/watch?v=VKxwlxb2XWw
Links:
Seeing is Believing, authors: Ziming Lu, Eric Gan, and Max Tegmark https://arxiv.org/pdf/2305.08746.pdf
Ziming Lu: https://kindxiaoming.github.io/
TIMESTAMPS:
(00:00) Episode preview
(01:16) Nathan introduces Ziming Lu and his research
(04:50) What motivated Ziming's research into neural networks and modularity
(08:06) Key Visuals of "Seeing is Believing"
(08:44) Biology analogy & paper overview
(15:07) Sponsor: Omneky
(26:08) Research precedents
(30:00) Locality vs modularity
(37:40) Shoutout Tiny Stories : Episode 33
(39:00) Quantization Model of Neuro Scaling.
(1:00:00) How can this work impact mechanistic interpretability strategies
(1:27:00) Training
(1:46:30) Downscaling large-scale models
SPONSOR:
Thank you Omneky (www.omneky.com) for sponsoring The Cognitive Revolution. Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work, customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off.
MUSIC CREDIT:
MusicLM
The Cognitive Revolution is a part of the Turpentine podcast network. To learn more: Turpentine.co
Watch this episode on YouTube to see research figures and graphics: https://www.youtube.com/watch?v=VKxwlxb2XWw
Links:
Seeing is Believing, authors: Ziming Lu, Eric Gan, and Max Tegmark https://arxiv.org/pdf/2305.08746.pdf
Ziming Lu: https://kindxiaoming.github.io/
TIMESTAMPS:
(00:00) Episode preview
(01:16) Nathan introduces Ziming Lu and his research
(04:50) What motivated Ziming's research into neural networks and modularity
(08:06) Key Visuals of "Seeing is Believing"
(08:44) Biology analogy & paper overview
(15:07) Sponsor: Omneky
(26:08) Research precedents
(30:00) Locality vs modularity
(37:40) Shoutout Tiny Stories : Episode 33
(39:00) Quantization Model of Neuro Scaling.
(1:00:00) How can this work impact mechanistic interpretability strategies
(1:27:00) Training
(1:46:30) Downscaling large-scale models
SPONSOR:
Thank you Omneky (www.omneky.com) for sponsoring The Cognitive Revolution. Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work, customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off.
MUSIC CREDIT:
MusicLM
Released:
Jun 27, 2023
Format:
Podcast episode
Titles in the series (100)
E3: The Empathy Revolution with Eugenia Kuyda of Replika: Eugenia Kuyda, the founder of Replika, discusses the intricacies of creating compassionate conversational AI to offer companionship and address loneliness. We sat down with Eugenia twice for this episode so she could address the controversial choice to limit erotic roleplay for Replika's users. (01:08) Sponsor (01:37) Introducing Eugenia (03:25) Replika’s controversial choice to limit erotic roleplay functionality(04:25) Eugenia's vision for Replika (05:58) Augmented Reality is the Ultimate Modality(07:52) Using Replika (13:11) Profound stories about virtual assistants (15:55) Eugenia on why Replika is more than just a painkiller or vitamin (28:50) Replika's business model and profitability(34:12) Users want their Replika to surprise them (36:12) Why ChatGPT is not a conversational model (49:26) Eugenia's prediction for the "next Iphone of personal AI" (1:03:00) Eugenia’s AI tools/stack (1:15:00) Eugenia comes back to discuss by "The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis