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SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search

12 October 2024

Papers citing "SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search"

20 / 20 papers shown

Title
Planning Like Human: A Dual-process Framework for Dialogue Planning Tao He Lizi Liao Yixin Cao Yuanxing Liu Ming Liu Zerui Chen Bing Qin 97 20 0 08 Jun 2024
Large Language Models as Zero-Shot Conversational Recommenders Zhankui He Zhouhang Xie Rahul Jha Harald Steck Dawen Liang Yesu Feng Bodhisattwa Prasad Majumder Nathan Kallus Julian McAuley 93 141 0 19 Aug 2023
Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning Xiao Yu Maximillian Chen Zhou Yu LLMAG LM&Ro 94 41 0 23 May 2023
Unintended Bias in Language Model-driven Conversational Recommendation Tianshu Shen Jiaru Li Mohamed Reda Bouadjenek Zheda Mai Scott Sanner 57 7 0 17 Jan 2022
A Survey on Conversational Recommender Systems Dietmar Jannach A. Manzoor Wanling Cai Li Chen 50 417 0 01 Apr 2020
Maxmin Q-learning: Controlling the Estimation Bias of Q-learning Qingfeng Lan Yangchen Pan Alona Fyshe Martha White 63 179 0 16 Feb 2020
Stabilizing Off-Policy Q-Learning via Bootstrapping Error Reduction Aviral Kumar Justin Fu George Tucker Sergey Levine OffRL OnRL 132 1,060 0 03 Jun 2019
KGAT: Knowledge Graph Attention Network for Recommendation Xiang Wang Xiangnan He Yixin Cao Meng Liu Tat-Seng Chua OffRL 88 1,821 0 20 May 2019
Large-scale Interactive Recommendation with Tree-structured Policy Gradient Haokun Chen Xinyi Dai Han Cai Weinan Zhang Xuejian Wang Ruiming Tang Yuzhou Zhang Yong Yu 71 140 0 14 Nov 2018
Data-Efficient Hierarchical Reinforcement Learning Ofir Nachum S. Gu Honglak Lee Sergey Levine OffRL 99 808 0 21 May 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,164 0 30 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Thinking Fast and Slow with Deep Learning and Tree Search Thomas W. Anthony Zheng Tian David Barber 102 396 0 23 May 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 641 29,076 0 09 Sep 2016
Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering Ruining He Julian McAuley 154 2,061 0 04 Feb 2016
Dueling Network Architectures for Deep Reinforcement Learning Ziyun Wang Tom Schaul Matteo Hessel H. V. Hasselt Marc Lanctot Nando de Freitas OffRL 91 3,755 0 20 Nov 2015
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 217 3,789 0 18 Nov 2015
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 170 7,641 0 22 Sep 2015
Image-based Recommendations on Styles and Substitutes Julian McAuley C. Targett Javen Qinfeng Shi Anton Van Den Hengel 124 2,406 0 15 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014