Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts

15 June 2024

Papers citing "Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts"

22 / 22 papers shown

Title
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 207 5 0 01 May 2025
A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications Jian Guan Jian Wu Jia-Nan Li Chuanqi Cheng Wei Wu LM&MA 139 3 0 21 Mar 2025
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 141 3 0 19 Mar 2025
Model Diffusion for Certifiable Few-shot Transfer Learning Fady Rezk Royson Lee Henry Gouk Timothy M. Hospedales Minyoung Kim 115 0 0 10 Feb 2025
Aligning to Thousands of Preferences via System Message Generalization Seongyun Lee Sue Hyun Park Seungone Kim Minjoon Seo ALM 95 49 0 28 May 2024
RLHF from Heterogeneous Feedback via Personalization and Preference Aggregation Chanwoo Park Mingyang Liu Dingwen Kong Kaiqing Zhang Asuman Ozdaglar 108 41 0 30 Apr 2024
Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement Chenkai Sun Ke Yang R. Reddy Yi R. Fung Hou Pong Chan Chengxiang Zhai ChengXiang Zhai Heng Ji 66 25 0 16 Feb 2024
ZipLoRA: Any Subject in Any Style by Effectively Merging LoRAs Viraj Shah Nataniel Ruiz Forrester Cole Erika Lu Svetlana Lazebnik Yuanzhen Li Varun Jampani DiffM 107 111 0 22 Nov 2023
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 65 41 0 10 Nov 2023
Expedited Training of Visual Conditioned Language Generation via Redundancy Reduction Yiren Jian Tingkai Liu Yunzhe Tao Chunhui Zhang Soroush Vosoughi HX Yang VLM 39 12 0 05 Oct 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 87 41 0 15 Aug 2023
LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition Chengsong Huang Qian Liu Bill Yuchen Lin Tianyu Pang Chao Du Min Lin MoMe 101 213 0 25 Jul 2023
LaMP: When Large Language Models Meet Personalization Alireza Salemi Sheshera Mysore Michael Bendersky Hamed Zamani RALM 98 239 0 22 Apr 2023
Exploring the Benefits of Training Expert Language Models over Instruction Tuning Joel Jang Seungone Kim Seonghyeon Ye Doyoung Kim Lajanugen Logeswaran Moontae Lee Kyungjae Lee Minjoon Seo LRM ALM 100 81 0 07 Feb 2023
Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models Margaret Li Suchin Gururangan Tim Dettmers M. Lewis Tim Althoff Noah A. Smith Luke Zettlemoyer MoMe 91 153 0 05 Aug 2022
Fusing finetuned models for better pretraining Leshem Choshen Elad Venezian Noam Slonim Yoav Katz FedML AI4CE MoMe 117 96 0 06 Apr 2022
Towards a Unified View of Parameter-Efficient Transfer Learning Junxian He Chunting Zhou Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig AAML 129 952 0 08 Oct 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 217 3,778 0 03 Sep 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 485 10,496 0 17 Jun 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 250 4,298 0 01 Jan 2021
Array Programming with NumPy Charles R. Harris K. Millman S. Walt R. Gommers Pauli Virtanen ... Tyler Reddy Warren Weckesser Hameer Abbasi C. Gohlke T. Oliphant 156 14,986 0 18 Jun 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 526 42,559 0 03 Dec 2019