Search Results for author: Zifan Carl Guo

Found 3 papers, 3 papers with code

Algorithmic progress in language models

1 code implementation9 Mar 2024 Anson Ho, Tamay Besiroglu, Ege Erdil, David Owen, Robi Rahman, Zifan Carl Guo, David Atkinson, Neil Thompson, Jaime Sevilla

We investigate the rate at which algorithms for pre-training language models have improved since the advent of deep learning.

Language Modelling

Opening the AI black box: program synthesis via mechanistic interpretability

1 code implementation7 Feb 2024 Eric J. Michaud, Isaac Liao, Vedang Lad, Ziming Liu, Anish Mudide, Chloe Loughridge, Zifan Carl Guo, Tara Rezaei Kheirkhah, Mateja Vukelić, Max Tegmark

We present MIPS, a novel method for program synthesis based on automated mechanistic interpretability of neural networks trained to perform the desired task, auto-distilling the learned algorithm into Python code.

Program Synthesis Symbolic Regression

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