Is chaos an analogue sampling scheme? I wrote a Perspective for @NatRevPhys discussing connections between classical work on information flow in nonlinear systems, and modern generative ML models

RT @MoleiTaoMath: Diffusion model is good at handling multimodality b/c denoising is an effective annealing scheme, which creates a path of…

RT @Viveknprakash: 🚨📢 New paper alert! Our work showing that bilateral cellular flows display asymmetry prior to left–right organizer forma…

@RichardKCollin2 @PhysRevX I see that the link is not working on the APS website. However, if you download the PDF, you can see the link. Also, I shared the link above.

@nirsd @PhysRevX So if two causal forces are acting, it would depend on how coupled they are---if there exists a mapping to a 1D system, this would only find that. But if the two systems are independent (and thus intrinsically 2D), that should be detectable (3/3)

All code is on GitHub: I’ve been working on this a while, and I’m grateful for support at different stages from @TexasScience, @ChanZuckerberg, @NSF, and Medici Therapeutics (n/n)

RT @GaboMindlin: Una de las grandes preguntas de la Inteligencia Artificial es la interpretabilidad. Por que dice lo que dice? Que tiene en…

RT @Viveknprakash: 🥳🍾 We got our Christmas present -- our paper was accepted in PNAS!! @PNASNews 😀🎄🎅 (Preprint link below) Congrats to my…

RT @DalioDotOrg: #ICYMI: In the most recent issue of @ScienceMagazine, a study from Dr. Manu Prakash (@PrakashLab) unveils a hidden biologi…

RT @MoleiTaoMath: Just went to Arnaud Doucet's keynote at #NeurIPS2024 I have to say, if you work on generative modeling / measure transpo…

RT @ricardovinuesa: I am thrilled to share that I am joining the University of Michigan!! In the Fall of 2025 I will become part of the Aer…

RT @tatsuhiro_onod: I am excited to share that I will be starting as an Assistant Professor at the University of Toronto next year! My lab…

RT @ohallats: After a long and winding odyssey, excited to finally drop anchor in open-access waters. This preprint shows how neutral allel…