January 2026

Table of Links Abstract and 1. Introduction Some recent trends in theoretical ML 2.1 Deep Learning via continuous-time controlled dynamical system 2.2 Probabilistic modeling and inference in DL 2.3 Deep Learning in non-Euclidean spaces 2.4 Physics Informed ML Kuramoto model 3.1 Kuramoto models from the geometric point of view 3.2 Hyperbolic geometry of Kuramoto ensembles 3.3 Kuramoto models with several globally coupled sub-ensembles Kuramoto models on higher-dimensional manifolds 4.1 Non-Abelian Kuramoto models on Lie groups 4.2 Kuramoto models […]

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Today the Go team is pleased to release Go 1.25. You can find its binary archives and installers on the download page. Go 1.25 comes with improvements over Go 1.24 across its tools, the runtime, compiler, linker, and the standard library, including the addition of one new package. There are port-specific changes and GODEBUG settings updates. Some of the additions in Go 1.25 are in an experimental stage and become exposed only when you explicitly opt in. Notably, […]

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How a JSON or JSON-like language enables the next generation of safe human and AI-generated UIs Introduction In The Future of AI-Generated UI, I pointed out that the raw JavaScript generated by AI-generated code is a security problem, and the flexibility of JavaScript without a framework can result in hard-to-manage code. I argued that we need declarative, sandboxed formats like A2UI or a Computational DOM (cDOM) with JSON Pointer Regular Expressions (JPRX if), if we want to trust […]

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I just started a D.Eng and am interested the the Alberta Plan for AI research and the focus on continual online learning. I’m starting with the foundational papers Sutton recommends in his top 10 papers list on his personal page. To that end my first dive into this is a JAX implementation of the experiments in Sutton’s 1992 paper on IDBD. Good results and I have this subreddit to thank for turning me onto JAX. I was able […]

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The Rust team has published a new point release of Rust, 1.77.2. Rust is a programming language that is empowering everyone to build reliable and efficient software. If you have a previous version of Rust installed via rustup, getting Rust 1.77.2 is as easy as: rustup update stable If you don’t have it already, you can get rustup from the appropriate page on our website. What’s in 1.77.2 This release includes a fix for CVE-2024-24576. Before this release, […]

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I saw a post on X recently that said Bill Gates is closer to you in wealth than he is to Elon Musk. Mind blown. For round numbers, let’s say Elon Musk’s net worth is 800 billion and Bill Gates’ net worth is 100 billion. So if your net worth is less 450 billion, the statement in the post is true. The reason the statement above is mind blowing is that in this context you naturally think on […]

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I’ve recently been reading about Hierarchical Reinforcement Learning (HRL) and noticed that many papers rely on techniques such as state abstraction, temporal abstraction, and planning. However, I’m still relatively new to this area and finding it difficult to understand how these ideas fit together. Could anyone recommend good learning resources, tutorials, or survey papers that provide an accessible introduction to HRL and its core concepts? I only know about traditional RL and some model-based RL like Dreamer, TDMPC. […]

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There is a way to prove that you know two numbers a and b, and their product c = ab, without revealing a, b, or c. This isn’t very exciting without more context — maybe you know that 7 × 3 = 21 — but it’s a building block of more interesting zero knowledge proofs, such as proving that a cyptocurrency transaction is valid without revealing the amount of the transaction. The proof mechanism requires an elliptic curve G and a pairing of G with […]

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