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Can an AI model predict perfectly and still have a terrible world model? What would that even mean? Our new ICML paper formalizes these questions One result tells the story: A transformer trained on 10M solar systems nails planetary orbits. But it botches gravitational laws 🧵

impressive results on super long-form speech generation (> 10 minutes)! glad to see that the intuitions here closely track what I wrote about in my blog post about SSMs vs Transformers x.com/_albertgu/stat… 1. SSMs make more sense for long context where coherence matters more

Our talk is at 11:30am on Wednesday, at the Google booth. See you there!

How can we make truly self-correcting systems? 🧨Introducing R3, a powerful inference-time (!) self-correcting text diffusion framework. It's deceptively simple yet expressive. We: - Review text blocks with a PRM - Remask them as a function of their quality - Refine the output

In 50 years, pharma wont exist.

And one day, Cohere Tokyo 😍😍😍

If you know the pain of sequence training<->inference, visit the #ICML25 Google booth 3-3:30 today (Tue.)! SequenceLayers is not just a layer library, but a new approach to defining and composing sequence architectures. Try it in Colab: colab.research.google.com/github/google/… See our report:

Becoming an RL diehard in the past year and thinking about RL for most of my waking hours inadvertently taught me an important lesson about how to live my own life. One of the big concepts in RL is that you always want to be “on-policy”: instead of mimicking other people’s

Each AI company will have their own waifu

Great addition to the Ginkgo Bioworks platform that I would have used at my last company. Go try it out and lmk what you think!

We are at ICML in Vancouver this week! Come and meet us to chat about the work of the ML team, and find out more about opportunities at Isomorphic Labs: bit.ly/44ug6t4 Catch Benedek Rozemberczki @ICML2025 and Jack Lynch's talk later today, Wednesday, July 16 at 11:30 AM PDT at the

This is how your email is finding me

Free chocolate and candies, ICML west 305

The only poster with free food (KitKat if if you already follow me), ICML West-305

MedRAX is at #ICML2025 and we have candy! Come see us at W305 JunMa Bo Wang University Health Network #AIHealth #Radiology

Come see what Elon Musk said about our paper, ICML West 305

Our team is at #ICML2025 ! Please visit our poster if you are interested to know more about our work MEDRAX!

This is today at #ICML25. Come say hi! - Talk: 3:45pm-4pm in West Ballroom C (icml.cc/virtual/2025/o…) - Poster: 4:30pm-7pm in West Exhibit Hall B, #W-417 (icml.cc/virtual/2025/p…)

MedRAX is a hit at #ICML2025! Come see us if you want to focus the future of agents in healthcare (or want a free chocolate bar) Cohere Labs Vector Institute University of Toronto Adib @ ICML 2025

Every few years I think you should jump into a new deep-end by doing something that pushes you out of your comfort zone. However, people rarely do because it is easier to stick with what is known. I think this is true in research, life partners and big life decisions.