LLMs learn governing principles of dynamical systems, revealing an
in-context neural scaling law

LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law

1 February 2024

Nicolas Boullé

Raphael Sarfati

Christopher Earls

Papers citing "LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law"

10 / 10 papers shown

Title
Lines of Thought in Large Language Models Raphael Sarfati Toni J. B. Liu Nicolas Boullé Christopher Earls LRM VLM LM&Ro 68 1 0 17 Feb 2025
Zero-shot Model-based Reinforcement Learning using Large Language Models Abdelhakim Benechehab Youssef Attia El Hili Ambroise Odonnat Oussama Zekri Albert Thomas Giuseppe Paolo Maurizio Filippone I. Redko Balázs Kégl OffRL 75 1 0 17 Feb 2025
Density estimation with LLMs: a geometric investigation of in-context learning trajectories Toni J. B. Liu Nicolas Boullé Raphael Sarfati Christopher Earls 33 0 0 07 Oct 2024
Large Language Models as Markov Chains Oussama Zekri Ambroise Odonnat Abdelhakim Benechehab Linus Bleistein Nicolas Boullé I. Redko 48 10 0 03 Oct 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 42 6 0 24 Sep 2024
How Do Transformers "Do" Physics? Investigating the Simple Harmonic Oscillator Subhash Kantamneni Ziming Liu Max Tegmark 19 2 0 23 May 2024
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley Gurnoor Singh Khurana Chirag Mohapatra Siddartha Naidu Colin White AI4TS 89 60 0 03 Nov 2023
The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets Samuel Marks Max Tegmark HILM 102 177 0 10 Oct 2023
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 447 8,650 0 28 Jan 2022
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 264 4,505 0 23 Jan 2020