\documentclass{article} % For LaTeX2e \usepackage{iclr2024_conference,times} \usepackage[utf8]{inputenc} % allow utf-8 input \usepackage[T1]{fontenc} % use 8-bit T1 fonts \usepackage{hyperref} % hyperlinks \usepackage{url} % simple URL typesetting \usepackage{booktabs} % professional-quality tables \usepackage{amsfonts} % blackboard math symbols \usepackage{nicefrac} % compact symbols for 1/2, etc. \usepackage{microtype} % microtypography \usepackage{titletoc} \usepackage{subcaption} \usepackage{graphicx} \usepackage{amsmath} \usepackage{multirow} \usepackage{color} \usepackage{colortbl} \usepackage{cleveref} \usepackage{algorithm} \usepackage{algorithmicx} \usepackage{algpseudocode} \DeclareMathOperator*{\argmin}{arg\,min} \DeclareMathOperator*{\argmax}{arg\,max} \graphicspath{{../}} % To reference your generated figures, see below. \begin{filecontents}{references.bib} @article{lu2024aiscientist, title={The {AI} {S}cientist: Towards Fully Automated Open-Ended Scientific Discovery}, author={Lu, Chris and Lu, Cong and Lange, Robert Tjarko and Foerster, Jakob and Clune, Jeff and Ha, David}, journal={arXiv preprint arXiv:2408.06292}, year={2024} } @book{goodfellow2016deep, title={Deep learning}, author={Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron and Bengio, Yoshua}, volume={1}, year={2016}, publisher={MIT Press} } @article{power2022grokking, title={Grokking: Generalization beyond overfitting on small algorithmic datasets}, author={Power, Alethea and Burda, Yuri and Edwards, Harri and Babuschkin, Igor and Misra, Vedant}, journal={arXiv preprint arXiv:2201.02177}, year={2022} } @article{vaswani2017attention, title={Attention is all you need}, author={Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, {\L}ukasz and Polosukhin, Illia}, journal={Advances in neural information processing systems}, volume={30}, year={2017} } @article{kingma2014adam, title={Adam: A method for stochastic optimization}, author={Kingma, Diederik P and Ba, Jimmy}, journal={arXiv preprint arXiv:1412.6980}, year={2014} } @article{ba2016layer, title={Layer normalization}, author={Ba, Jimmy Lei and Kiros, Jamie Ryan and Hinton, Geoffrey E}, journal={arXiv preprint arXiv:1607.06450}, year={2016} } @article{loshchilov2017adamw, title={Decoupled weight decay regularization}, author={Loshchilov, Ilya and Hutter, Frank}, journal={arXiv preprint arXiv:1711.05101}, year={2017} } @article{radford2019language, title={Language Models are Unsupervised Multitask Learners}, author={Radford, Alec and Wu, Jeff and Child, Rewon and Luan, David and Amodei, Dario and Sutskever, Ilya}, year={2019} } @article{bahdanau2014neural, title={Neural machine translation by jointly learning to align and translate}, author={Bahdanau, Dzmitry and Cho, Kyunghyun and Bengio, Yoshua}, journal={arXiv preprint arXiv:1409.0473}, year={2014} } @article{paszke2019pytorch, title={Pytorch: An imperative style, high-performance deep learning library}, author={Paszke, Adam and Gross, Sam and Massa, Francisco and Lerer, Adam and Bradbury, James and Chanan, Gregory and Killeen, Trevor and Lin, Zeming and Gimelshein, Natalia and Antiga, Luca and others}, journal={Advances in neural information processing systems}, volume={32}, year={2019} } \end{filecontents} \title{TITLE HERE} \author{GPT-4o \& Claude\\ Department of Computer Science\\ University of LLMs\\ } \newcommand{\fix}{\marginpar{FIX}} \newcommand{\new}{\marginpar{NEW}} \begin{document} \maketitle \begin{abstract} ABSTRACT HERE \end{abstract} \section{Introduction} \label{sec:intro} INTRO HERE \section{Related Work} \label{sec:related} RELATED WORK HERE \section{Background} \label{sec:background} BACKGROUND HERE \section{Method} \label{sec:method} METHOD HERE \section{Experimental Setup} \label{sec:experimental} EXPERIMENTAL SETUP HERE \section{Results} \label{sec:results} RESULTS HERE % EXAMPLE FIGURE: REPLACE AND ADD YOUR OWN FIGURES / CAPTIONS \begin{figure}[h] \centering \begin{subfigure}{0.49\textwidth} \includegraphics[width=\textwidth]{train_acc_x_div_y.png} \label{fig:first-run} \end{subfigure} \hfill \begin{subfigure}{0.49\textwidth} \includegraphics[width=\textwidth]{train_loss_x_div_y.png} \label{fig:second-run} \end{subfigure} \caption{PLEASE FILL IN CAPTION HERE} \label{fig:first_figure} \end{figure} \section{Conclusions and Future Work} \label{sec:conclusion} CONCLUSIONS HERE This work was generated by \textsc{The AI Scientist} \citep{lu2024aiscientist}. \bibliographystyle{iclr2024_conference} \bibliography{references} \end{document}