TY - UNPB ID - dl3-a05-1 TI - An Explanation of In-context Learning as Implicit Bayesian Inference AU - Sang Michael Xie AU - Aditi Raghunathan AU - Percy Liang AU - Tengyu Ma PY - 2021 T2 - arXiv primary author manuscript UR - https://arxiv.org/abs/2111.02080 N1 - Original arXiv bibliographic record and abstract inspected on 2026-10-28; full proof and source experiments not independently audited. ER - TY - UNPB ID - dl3-a05-2 TI - What Can Transformers Learn In-Context? A Case Study of Simple Function Classes AU - Shivam Garg AU - Dimitris Tsipras AU - Percy Liang AU - Gregory Valiant PY - 2022 T2 - arXiv primary author manuscript UR - https://arxiv.org/abs/2208.01066 N1 - Original arXiv bibliographic record and abstract inspected on 2026-10-28; full proof and source experiments not independently audited. ER - TY - UNPB ID - dl3-a05-3 TI - What learning algorithm is in-context learning? Investigations with linear models AU - Ekin Akyürek AU - Dale Schuurmans AU - Jacob Andreas AU - Tengyu Ma AU - Denny Zhou PY - 2022 T2 - arXiv primary author manuscript UR - https://arxiv.org/abs/2211.15661 N1 - Original arXiv bibliographic record and abstract inspected on 2026-10-28; full proof and source experiments not independently audited. ER - TY - UNPB ID - dl3-a05-4 TI - Transformers learn in-context by gradient descent AU - Johannes von Oswald AU - Eyvind Niklasson AU - Ettore Randazzo AU - João Sacramento AU - Alexander Mordvintsev AU - Andrey Zhmoginov AU - Max Vladymyrov PY - 2022 T2 - arXiv primary author manuscript UR - https://arxiv.org/abs/2212.07677 N1 - Original arXiv bibliographic record and abstract inspected on 2026-10-28; full proof and source experiments not independently audited. ER - TY - UNPB ID - dl3-a05-5 TI - Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? AU - Sewon Min AU - Xinxi Lyu AU - Ari Holtzman AU - Mikel Artetxe AU - Mike Lewis AU - Hannaneh Hajishirzi AU - Luke Zettlemoyer PY - 2022 T2 - arXiv primary author manuscript UR - https://arxiv.org/abs/2202.12837 N1 - Original arXiv bibliographic record and abstract inspected on 2026-10-28; full proof and source experiments not independently audited. ER - TY - UNPB ID - dl3-a05-6 TI - In-context Learning and Induction Heads AU - Catherine Olsson AU - Nelson Elhage AU - Neel Nanda AU - Nicholas Joseph AU - Nova DasSarma AU - Tom Henighan AU - Ben Mann AU - Amanda Askell AU - Yuntao Bai AU - Anna Chen AU - Tom Conerly AU - Dawn Drain AU - Deep Ganguli AU - Zac Hatfield-Dodds AU - Danny Hernandez AU - Scott Johnston AU - Andy Jones AU - Jackson Kernion AU - Liane Lovitt AU - Kamal Ndousse AU - Dario Amodei AU - Tom Brown AU - Jack Clark AU - Jared Kaplan AU - Sam McCandlish AU - Chris Olah PY - 2022 T2 - arXiv primary author manuscript UR - https://arxiv.org/abs/2209.11895 N1 - Original arXiv bibliographic record and abstract inspected on 2026-10-28; full proof and source experiments not independently audited. ER -