refs.bib

% refs.bib -- shared bibliography for the course lecture notes.
% Entries are added by Run 2 as bodies cite them; keep keys stable (bodies join on them).

@misc{kaplan2020scaling,
  title         = {Scaling Laws for Neural Language Models},
  author        = {Kaplan, Jared and McCandlish, Sam and Henighan, Tom and Brown, Tom B. and Chess, Benjamin and Child, Rewon and Gray, Scott and Radford, Alec and Wu, Jeffrey and Amodei, Dario},
  year          = {2020},
  eprint        = {2001.08361},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG}
}

@misc{brown2024monkeys,
  title         = {Large Language Monkeys: Scaling Inference Compute with Repeated Sampling},
  author        = {Brown, Bradley and Juravsky, Jordan and Ehrlich, Ryan and Clark, Ronald and Le, Quoc V. and R{\'e}, Christopher and Mirhoseini, Azalia},
  year          = {2024},
  eprint        = {2407.21787},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG}
}

@misc{schaeffer2025powerlaws,
  title         = {How Do Large Language Monkeys Get Their Power (Laws)?},
  author        = {Schaeffer, Rylan and Kazdan, Joshua and Hughes, John and Juravsky, Jordan and Price, Sara and Lynch, Aengus and Jones, Erik and Kirk, Robert and Mirhoseini, Azalia and Koyejo, Sanmi},
  year          = {2025},
  eprint        = {2502.17578},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG}
}

@misc{snell2024scaling,
  title         = {Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters},
  author        = {Snell, Charlie and Lee, Jaehoon and Xu, Kelvin and Kumar, Aviral},
  year          = {2024},
  eprint        = {2408.03314},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG}
}

@misc{saadfalcon2024archon,
  title         = {Archon: An Architecture Search Framework for Inference-Time Techniques},
  author        = {Saad-Falcon, Jon and Lafuente, Adrian Gamarra and Natarajan, Shlok and Maru, Nahum and Todorov, Hristo and Guha, Etash and Buchanan, E. Kelly and Chen, Mayee and Guha, Neel and R{\'e}, Christopher and Mirhoseini, Azalia},
  year          = {2024},
  eprint        = {2409.15254},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG}
}

@misc{yang2024sweagent,
  title         = {{SWE-agent}: Agent-Computer Interfaces Enable Automated Software Engineering},
  author        = {Yang, John and Jimenez, Carlos E. and Wettig, Alexander and Lieret, Kilian and Yao, Shunyu and Narasimhan, Karthik and Press, Ofir},
  year          = {2024},
  eprint        = {2405.15793},
  archivePrefix = {arXiv},
  primaryClass  = {cs.SE}
}

@misc{lu2024aiscientist,
  title         = {The {AI} Scientist: 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},
  year          = {2024},
  eprint        = {2408.06292},
  archivePrefix = {arXiv},
  primaryClass  = {cs.AI}
}