Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models

14 September 2024

Papers citing "Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models"

21 / 21 papers shown

Title
From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment Jia-Nan Li Jian Guan Songhao Wu Wei Wu Rui Yan 119 1 0 19 Mar 2025
Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors Yuefeng Peng Junda Wang Hong-ye Yu Amir Houmansadr SILM 87 3 0 03 Nov 2024
MedPix 2.0: A Comprehensive Multimodal Biomedical Data set for Advanced AI Applications Irene Siragusa Salvatore Contino Massimo La Ciura Rosario Alicata Roberto Pirrone 155 3 0 03 Jul 2024
Hello Again! LLM-powered Personalized Agent for Long-term Dialogue Hao Li Chenghao Yang An Zhang Yang Deng Xiang Wang Tat-Seng Chua LLMAG 116 28 0 09 Jun 2024
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey Zeyu Han Chao Gao Jinyang Liu Jeff Zhang Sai Qian Zhang 223 379 0 21 Mar 2024
Personalized Text Generation with Fine-Grained Linguistic Control Bashar Alhafni Vivek Kulkarni Dhruv Kumar Vipul Raheja 43 11 0 07 Feb 2024
A Survey on Large Language Models for Personalized and Explainable Recommendations Junyi Chen LRM 147 13 0 21 Nov 2023
Learning to Rewrite Prompts for Personalized Text Generation Cheng-rong Li Mingyang Zhang Qiaozhu Mei Weize Kong Michael Bendersky LLMAG 52 25 0 29 Sep 2023
Teach LLMs to Personalize -- An Approach inspired by Writing Education Cheng Li Mingyang Zhang Qiaozhu Mei Yaqing Wang Spurthi Amba Hombaiah Yi Liang Michael Bendersky AI4Ed 77 39 0 15 Aug 2023
ReLoRA: High-Rank Training Through Low-Rank Updates Vladislav Lialin Namrata Shivagunde Sherin Muckatira Anna Rumshisky BDL 76 111 0 11 Jul 2023
Parameter-Efficient Fine-Tuning without Introducing New Latency Baohao Liao Yan Meng Christof Monz 42 52 0 26 May 2023
LaMP: When Large Language Models Meet Personalization Alireza Salemi Sheshera Mysore Michael Bendersky Hamed Zamani RALM 79 233 0 22 Apr 2023
Text Embeddings by Weakly-Supervised Contrastive Pre-training Liang Wang Nan Yang Xiaolong Huang Binxing Jiao Linjun Yang Daxin Jiang Rangan Majumder Furu Wei VLM 220 594 0 07 Dec 2022
Measuring the Carbon Intensity of AI in Cloud Instances Jesse Dodge Taylor Prewitt Rémi Tachet des Combes Erika Odmark Roy Schwartz Emma Strubell A. Luccioni Noah A. Smith Nicole DeCario Will Buchanan 61 189 0 10 Jun 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 174 892 0 16 Dec 2021
KAT: A Knowledge Augmented Transformer for Vision-and-Language Liangke Gui Borui Wang Qiuyuan Huang Alexander G. Hauptmann Yonatan Bisk Jianfeng Gao 58 157 0 16 Dec 2021
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 88 730 0 15 Apr 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 235 264 0 08 Dec 2020
Beam Search Strategies for Neural Machine Translation Markus Freitag Yaser Al-Onaizan 73 391 0 06 Feb 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 150,006 0 22 Dec 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 397 20,528 0 10 Sep 2014