2026-01-28 JAN
- 2026-02-04 Feb

😜 Please share your ignorance ... and links !

Please Note Diptavo's presentation os the following week, Feb 11

--> C4B canceled this week <--  (by shutdown)

Generative AI beyond LLM (?)

(https://medium.com/@AnthonyLaneau/beyond-llms-charting-the-next-frontiers-of-ai-with-yann-lecun-09e84f1978f9)

• is it generative?

• is it ground breaking?

• world models --> Wolfram, NVIDIA, etc

• Beyond standard chatbots, NVIDIA is pushing "Physical AI"—models that don't just talk, but understand physics, biology, and spatial geometry.

• ...

Embodied AI: >Yann LeCun< (live at Davos? JEPA )

• ...

• ...

Finite elements ... back to the future?

Andrey Karpathy https://cs.stanford.edu/people/karpathy/convnetjs 

• ...

Latent Learning

Latent learning by proximity assessed by Manifold Metric

Manifolds as a template for (old school) latent learning

• ...

Population level scoping

https://www.oracle.com/webfolder/community/oraclehealth/roadmaps/3220827652_US%20Based.pdf 

links from live converation (Teams):

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Meeting started at 1/21 9:11 AM

Meeting started at 1/21 9:17 AM

Duarte, Ines (NIH/NCI) [F] has temporarily joined the chat.

Link https://www.youtube.com/watch?v=Ia_Im-... by Ferguson, Martin (NIH/NCI) [C]

Ferguson, Martin (NIH/NCI) [C]

1/21 9:47 AM

https://www.youtube.com/watch?v=Ia_Im-3kgrI 

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1 Hands celebrating reaction.

Go to minute 11:20 by Ferguson, Martin (NIH/NCI) [C]

Ferguson, Martin (NIH/NCI) [C]

1/21 9:47 AM

Go to minute 11:20

Link https://projector.tensorflow.org/?conf... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

1/21 9:56 AM

https://projector.tensorflow.org/?config=https://raw.githubusercontent.com/jeyabbalas/onet-25-0-qwe…

Embedding projector - visualization of high-dimensional data

Visualize high dimensional data.

projector.tensorflow.org

Link https://jeyabbalas.github.io/onet-25-0... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

1/21 9:58 AM

https://jeyabbalas.github.io/onet-25-0-qwen3-embeddings/?config=https%3A%2F%2Fraw.githubusercontent…

Link https://jeyabbalas.github.io/github-ba... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

1/21 10:03 AM

https://jeyabbalas.github.io/github-backend/

Link https://github.com/jeyabbalas/github-b... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

1/21 10:07 AM

https://github.com/jeyabbalas/github-backend

GitHub - jeyabbalas/github-backend: A feasibility test on using GitHub as a backend for client-side web applications

A feasibility test on using GitHub as a backend for client-side web applications - jeyabbalas/github-backend

github.com

Link https://github.com/torvalds/AudioNoise by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

1/21 10:14 AM

https://github.com/torvalds/AudioNoise

GitHub - torvalds/AudioNoise: Random digital audio effects

Random digital audio effects. Contribute to torvalds/AudioNoise development by creating an account on GitHub.

github.com

Linus: "Also note that the python visualize... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

1/21 10:15 AM

Linus: "Also note that the python visualizer tool has been basically written by vibe-coding.  I know more about analog filters -- and that's not saying much -- than I do about python.  It started out as my typical "google and do the monkey-see-monkey-do" kind of programming, but then I cut out the middle-man -- me -- and just used Google Antigravity to do the audio sample visualizer."

Link https://youtu.be/Ia_Im-3kgrI?t=750 by Bhawsar, Praphulla (NIH/NCI) [F]

Bhawsar, Praphulla (NIH/NCI) [F]

Wednesday 10:49 AM

https://youtu.be/Ia_Im-3kgrI?t=750

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youtu.be

Meeting ended: at Wednesday 12:46 PM after 3 hours 28 minutes 41 seconds

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Meeting started at 9:09 AM

Lorena (Unverified) has temporarily joined the chat.

Johnson, Davin (NIH/NCI) [C] has temporarily joined the chat.

Duarte, Ines (NIH/NCI) [F] has temporarily joined the chat.

Lu, Wuxun (NIH/NCI) [C] has temporarily joined the chat.

Link https://arxiv.org/abs/1803.10122 by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

9:52 AM

https://arxiv.org/abs/1803.10122

World Models

We explore building generative neural network models of popular reinforcement learning environments. Our world model can be trained quickly in an unsupervised manner to learn a compressed spatial...

arxiv.org

Link https://cs.stanford.edu/people/karpath... by De Almeida, Jonas (NIH/NCI) [E]

9:54 AM

De Almeida, Jonas (NIH/NCI) [E]

https://cs.stanford.edu/people/karpathy/convnetjs/

Link https://marble.worldlabs.ai/ by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

9:57 AM

https://marble.worldlabs.ai/

Marble

Create and share 3D worlds with Marble

marble.worldlabs.ai

I loved that game! Myst by Johnson, Davin (NIH/NCI) [C]

Johnson, Davin (NIH/NCI) [C]

10:01 AM

I loved that game! Myst

Link https://arxiv.org/pdf/1803.10122 by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

10:02 AM

https://arxiv.org/pdf/1803.10122

Link https://store.steampowered.com/app/125... by De Almeida, Jonas (NIH/NCI) [E]

10:02 AM

De Almeida, Jonas (NIH/NCI) [E]

https://store.steampowered.com/app/1255560/Myst/

Myst on Steam

Welcome to Myst: a starkly beautiful island, eerily tinged with mystery and shrouded in intrigue. Built from the ground up to play in 2D & VR, explore Myst in a whole new dimension! Journey to the ...

store.steampowered.com

Link https://www.nature.com/articles/s41586... by Mason, Lee (NIH/NCI) [F]

Mason, Lee (NIH/NCI) [F]

10:08 AM

https://www.nature.com/articles/s41586-019-1724-z

Link https://www.youtube.com/watch?v=yUmDRx... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

10:38 AM

https://www.youtube.com/watch?v=yUmDRxV0krg

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Last read

Link https://ai.meta.com/blog/yann-lecun-ai... by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

10:40 AM

https://ai.meta.com/blog/yann-lecun-ai-model-i-jepa/

I-JEPA: The first AI model based on Yann LeCun’s vision for more human-like AI

I-JEPA learns by creating an internal model of the outside world, which compares abstract representations of images (rather than comparing the pixels...

ai.meta.com

Link https://ai.meta.com/vjepa/ by Balasubramanian, Jeya Balaji (NIH/NCI) [E]

Balasubramanian, Jeya Balaji (NIH/NCI) [E]

10:40 AM

https://ai.meta.com/vjepa/

Introducing V-JEPA 2

Video Joint Embedding Predictive Architecture 2 (V-JEPA 2) is the first world model trained on video that achieves state-of-the-art visual understanding...

ai.meta.com

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