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Efficient Sequential Decision Making with Large Language Models

17 June 2024

Papers citing "Efficient Sequential Decision Making with Large Language Models"

34 / 34 papers shown

Title
Can large language models explore in-context? Akshay Krishnamurthy Keegan Harris Dylan J. Foster Cyril Zhang Aleksandrs Slivkins LM&Ro LLMAG LRM 271 29 0 22 Mar 2024
Efficient Contextual Bandits with Uninformed Feedback Graphs Mengxiao Zhang Yuheng Zhang Haipeng Luo Paul Mineiro 39 4 0 12 Feb 2024
Generalization to New Sequential Decision Making Tasks with In-Context Learning Sharath Chandra Raparthy Eric Hambro Robert Kirk Mikael Henaff Roberta Raileanu OffRL 178 24 0 06 Dec 2023
Supervised Pretraining Can Learn In-Context Reinforcement Learning Jonathan Lee Annie Xie Aldo Pacchiano Yash Chandak Chelsea Finn Ofir Nachum Emma Brunskill OffRL 102 86 0 26 Jun 2023
Data-Driven Online Model Selection With Regret Guarantees Aldo Pacchiano Christoph Dann Claudio Gentile OffRL 85 3 0 05 Jun 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.4K 14,631 0 15 Mar 2023
Infinite Action Contextual Bandits with Reusable Data Exhaust Mark Rucker Yinglun Zhu Paul Mineiro OffRL 49 2 0 16 Feb 2023
SMART: Self-supervised Multi-task pretrAining with contRol Transformers Yanchao Sun Shuang Ma Ratnesh Madaan Rogerio Bonatti Furong Huang Ashish Kapoor 91 42 0 24 Jan 2023
What learning algorithm is in-context learning? Investigations with linear models Ekin Akyürek Dale Schuurmans Jacob Andreas Tengyu Ma Denny Zhou 100 491 0 28 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 194 3,146 0 20 Oct 2022
What Can Transformers Learn In-Context? A Case Study of Simple Function Classes Shivam Garg Dimitris Tsipras Percy Liang Gregory Valiant 139 513 0 01 Aug 2022
Contextual Bandits with Smooth Regret: Efficient Learning in Continuous Action Spaces Yinglun Zhu Paul Mineiro 51 16 0 12 Jul 2022
Contextual Bandits with Large Action Spaces: Made Practical Yinglun Zhu Dylan J. Foster John Langford Paul Mineiro 83 29 0 12 Jul 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 880 13,148 0 04 Mar 2022
Online Decision Transformer Qinqing Zheng Amy Zhang Aditya Grover OffRL 72 209 0 11 Feb 2022
Can Wikipedia Help Offline Reinforcement Learning? Machel Reid Yutaro Yamada S. Gu 3DV RALM OffRL 211 96 0 28 Jan 2022
The Statistical Complexity of Interactive Decision Making Dylan J. Foster Sham Kakade Jian Qian Alexander Rakhlin 370 183 0 27 Dec 2021
An Explanation of In-context Learning as Implicit Bayesian Inference Sang Michael Xie Aditi Raghunathan Percy Liang Tengyu Ma ReLM BDL VPVLM LRM 204 759 0 03 Nov 2021
The Pareto Frontier of model selection for general Contextual Bandits T. V. Marinov Julian Zimmert 75 22 0 25 Oct 2021
Near Instance Optimal Model Selection for Pure Exploration Linear Bandits Yinglun Zhu Julian Katz-Samuels Robert D. Nowak 55 7 0 10 Sep 2021
Decision Transformer: Reinforcement Learning via Sequence Modeling Lili Chen Kevin Lu Aravind Rajeswaran Kimin Lee Aditya Grover Michael Laskin Pieter Abbeel A. Srinivas Igor Mordatch OffRL 136 1,656 0 02 Jun 2021
Pareto Optimal Model Selection in Linear Bandits Yinglun Zhu Robert D. Nowak 43 14 0 12 Feb 2021
On Regret with Multiple Best Arms Yinglun Zhu Robert D. Nowak 44 17 0 26 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 823 42,332 0 28 May 2020
Bypassing the Monster: A Faster and Simpler Optimal Algorithm for Contextual Bandits under Realizability D. Simchi-Levi Yunzong Xu OffRL 379 110 0 28 Mar 2020
Model Selection in Contextual Stochastic Bandit Problems Aldo Pacchiano My Phan Yasin Abbasi-Yadkori Anup B. Rao Julian Zimmert Tor Lattimore Csaba Szepesvári 175 94 0 03 Mar 2020
Beyond UCB: Optimal and Efficient Contextual Bandits with Regression Oracles Dylan J. Foster Alexander Rakhlin 367 212 0 12 Feb 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,295 0 27 Aug 2019
Practical Contextual Bandits with Regression Oracles Dylan J. Foster Alekh Agarwal Miroslav Dudík Haipeng Luo Robert Schapire 393 127 0 03 Mar 2018
Corralling a Band of Bandit Algorithms Alekh Agarwal Haipeng Luo Behnam Neyshabur Robert Schapire 146 157 0 19 Dec 2016
Deep Reinforcement Learning for Dialogue Generation Jiwei Li Will Monroe Alan Ritter Michel Galley Jianfeng Gao Dan Jurafsky 283 1,338 0 05 Jun 2016
Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits Alekh Agarwal Daniel J. Hsu Satyen Kale John Langford Lihong Li Robert Schapire OffRL 396 509 0 04 Feb 2014
Contextual Bandit Learning with Predictable Rewards Alekh Agarwal Miroslav Dudík Satyen Kale John Langford Robert Schapire OffRL 404 86 0 07 Feb 2012
A Contextual-Bandit Approach to Personalized News Article Recommendation Lihong Li Wei Chu John Langford Robert Schapire 471 2,954 0 28 Feb 2010