Probing picosecond depairing currents in type-II superconductors(nature.com)
5 points by PaulHoule | 2 comments
Open-access Nature Physics research article on measuring picosecond-scale depairing currents in type-II superconductors.
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Some critical issues with the SWE-bench dataset(arxiv.org)
331 points by joshwa | 113 comments
arXiv paper introducing SWE-Bench+, an empirical analysis revealing data quality issues in the SWE-bench coding benchmark for LLMs, such as solution leakage and weak tests.
GPT-5.2 derives a new result in theoretical physics(openai.com)
545 points by davidbarker | 369 comments
OpenAI post announcing that GPT-5.2 derived a new result in theoretical physics; the captured page shows only a loading logo.
Deep Learning Is Not So Mysterious or Different(arxiv.org)
445 points by wuubuu | 112 comments
arXiv paper by Andrew Gordon Wilson arguing deep learning generalization phenomena like benign overfitting and double descent are explainable by soft inductive biases.
There Will Be a Scientific Theory of Deep Learning(arxiv.org)
320 points by jamie-simon | 142 comments
An arXiv position paper arguing that a scientific theory of deep learning is emerging, surveying five strands of research such as solvable models, scaling limits, and universal behaviors.
A Minsky machine in ncurses terminfo(seriot.ch)
29 points by beefburger | 9 comments
Nicolas Seriot's article showing ncurses terminfo parameter expansion can simulate a two-counter Minsky machine, making it computationally universal, with a Fibonacci demo.