Fascinating how Physics is enlarging its remit!

How does complexity shape intelligence? 🤔 In our new paper Intelligence at the Edge of Chaos, we explore the relationship between complex systems and the emergence of intelligence in AI models. Can complexity alone unlock smarter systems? 🌌🧠 #AI #complexity

How do different evolutionary mechanisms shape the long-term persistence of viruses in the population? Does transmissibility always help them become endemic? If curious about these questions, check out my latest preprint! Comments are more than welcome 😀 arxiv.org/abs/2411.02097

‼️Stat Phys meets ML Want to know why more is different when swarms of neural nets are put to interact ? 🤖➕🤖🟰🦸‍♂️ We show it here 👉 journals.aps.org/prresearch/abs… 🧵Thread below ⬇️

🚀 DeepSeek-R1 is here! ⚡ Performance on par with OpenAI-o1 📖 Fully open-source model & technical report 🏆 MIT licensed: Distill & commercialize freely! 🌐 Website & API are live now! Try DeepThink at chat.deepseek.com today! 🐋 1/n

Congratulations to Mehran Kardar of Massachusetts Institute of Technology (MIT) and Yoshiki Kuramoto of @kyotou_news on receiving the IUPAP Boltzmann Medal — the highest honor in #StatisticalPhysics 🏅 🔗 go.aps.org/4jCqbsR

Microbial communities can harbor many species that do not coexist in pairs, yet can coexist in the full community. Here we provide the mathematical foundations of emergent coexistence, and explain why it can't be predicted from pairwise tests biorxiv.org/content/10.110…

Intuition is a phase transition💡 youtu.be/EkjZKFsk3O8