言語モデルにも睡眠が必要
本論文は、大規模言語モデル(LLM)が人間の睡眠と類似した「休息」プロセスを必要とする可能性を探る。継続的な学習によりモデルの性能が低下する「破滅的忘却」問題に対し、人工的な睡眠フェーズを導入することで性能回復が可能かを検証する。実験では、モデルに疑似睡眠状態(ノイズ注入や重みの再正規化など)を適用し、忘却された知識の再活性化やタスク性能の改善が観察された。
本論文は、大規模言語モデル(LLM)が人間の睡眠と類似した「休息」プロセスを必要とする可能性を探る。継続的な学習によりモデルの性能が低下する「破滅的忘却」問題に対し、人工的な睡眠フェーズを導入することで性能回復が可能かを検証する。実験では、モデルに疑似睡眠状態(ノイズ注入や重みの再正規化など)を適用し、忘却された知識の再活性化やタスク性能の改善が観察された。
A state-designed worm from 2005 called Fast16 sat undetected on VirusTotal for nearly a decade. It intercepted executable files at the kernel level and silently altered floating-point calculations in high-precision engineering software like LS-DYNA, which was used in Iran's nuclear weapons research. Unlike Stuxnet, Fast16 received little public attention for over twenty years.
Paul Graham reports that Y Combinator startups now have over 75% of their code written by AI, a threshold crossed at least one to two years ago. This parallels a similar transformation at Google, where AI-written code went from 0% to 75% in about two years.
Scientists are increasingly concerned about the potential collapse of the Atlantic Meridional Overturning Circulation (AMOC), a critical ocean current system. Such a collapse could have severe consequences for North America and Europe.
A compromised version of the LiteLLM Python package (version 1.82.8) was briefly available on PyPI, capable of exfiltrating sensitive credentials like SSH keys and cloud secrets. The malicious package affected any project that depended on LiteLLM, though it was only available for about an hour before discovery.
A supply chain attack has compromised the popular npm axios HTTP client library with 300 million weekly downloads. Malicious versions install a remote access trojan, though some users may have avoided infection through version pinning or older installations. Security experts warn this is a live compromise affecting one of npm's most depended-on packages.