Link: A Universal Law of Robustness via Isoperimetry | OpenReview This paper purports to explain (and quantify) the observed fact that…

paper 2015 Existing systems for extracting features ('fingerprints') from molecules look a lot like convnets. They repeatedly apply a hash…

https://arxiv.org/abs/2106.10314 In Sequential Monte Carlo, we can resample with any set of weights, as long as we then initialize the new…

Gilmer at al. paper 2017 Experiments on QM9. Unlike SMILES strings, includes molecular geometry . General formulation of message passing…

Notes from working through Kevin Buzzard's Natural number game (imperial.ac.uk) using the Lean theorem prover. We know from the [ Curry…

Massive list here: https://github.com/cedrickchee/awesome-bert-nlp Bahdanau, Cho, Bengio. Neural Machine Translation by Jointly Learning to…

More Is Different (kit.edu) On proof and progress in mathematics (Thurston, 1994) On Being the Right Size (Haldane, 1928))

Relevant papers: DIfferentiable compositional kernel learning for Gaussian Processes (Sun et al., 2018) Differentiable Architecture Search…

paper: Chen, Lu, et al. 2021, https://arxiv.org/abs/2106.01345 Trajectories are represented as sequences: where is the return-to-go, i.e…

Like quantum mechanics! We build up a distribution over variables defined so far. When we need to use a value, we sample from this…

Christian Naesseth, Fredrik Lindsten, Thomas Schon (2015): http://proceedings.mlr.press/v37/naesseth15.html The main idea: In an SMC…

https://arxiv.org/abs/1712.02390 Basic idea: optimizers like Adam and RMSProp already keep track of posterior curvature estimates. These are…

AI / RL Distributional RL book: https://www.distributional-rl.org/ Alignment Sequences: Value learning: https://www.alignmentforum.org/s…

A short note on interpreting a transformer layer as performing maximum-likelihood inference in a Gaussian mixture model: https://arxiv.org…

References: Tegmark and Omohundro, Provably safe systems: the only path to controllable AGI (2023). https://arxiv.org/abs/2309.01933 they…

In no particular order. Items may move to [ previously read ] if I read them or former reading inbox if I decide I'm not currently…