Compacter: Efficient Low-Rank Hypercomplex Adapter Layers

8 June 2021

Rabeeh Karimi Mahabadi

Papers citing "Compacter: Efficient Low-Rank Hypercomplex Adapter Layers"

43 / 343 papers shown

Title
Sparse Structure Search for Parameter-Efficient Tuning Shengding Hu Zhen Zhang Ning Ding Yadao Wang Yasheng Wang Zhiyuan Liu Maosong Sun 34 16 0 15 Jun 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM 21 236 0 13 Jun 2022
Rank Diminishing in Deep Neural Networks Ruili Feng Kecheng Zheng Yukun Huang Deli Zhao Michael I. Jordan Zhengjun Zha 31 28 0 13 Jun 2022
Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks Lukas Hauzenberger Shahed Masoudian Deepak Kumar Markus Schedl Navid Rekabsaz 24 17 0 30 May 2022
Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation Tu Vu Aditya Barua Brian Lester Daniel Cer Mohit Iyyer Noah Constant CLL 23 64 0 25 May 2022
Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer A. Ustun Arianna Bisazza G. Bouma Gertjan van Noord Sebastian Ruder 51 32 0 24 May 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 130 100 0 24 May 2022
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass Jiaxin Huang Tianqi Liu Jialu Liu Á. Lelkes Cong Yu Jiawei Han 37 1 0 22 May 2022
FedAdapter: Efficient Federated Learning for Modern NLP Dongqi Cai Yaozong Wu Shangguang Wang F. Lin Mengwei Xu FedML AI4CE 36 21 0 20 May 2022
Lifting the Curse of Multilinguality by Pre-training Modular Transformers Jonas Pfeiffer Naman Goyal Xi Lin Xian Li James Cross Sebastian Riedel Mikel Artetxe LRM 40 139 0 12 May 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Haokun Liu Derek Tam Mohammed Muqeeth Jay Mohta Tenghao Huang Joey Tianyi Zhou Colin Raffel 38 849 0 11 May 2022
Empowering parameter-efficient transfer learning by recognizing the kernel structure in self-attention Yifan Chen Devamanyu Hazarika Mahdi Namazifar Yang Liu Di Jin Dilek Z. Hakkani-Tür 19 8 0 07 May 2022
Efficient Few-Shot Fine-Tuning for Opinion Summarization Arthur Bravzinskas Ramesh Nallapati Joey Tianyi Zhou Markus Dreyer 19 24 0 04 May 2022
Hypercomplex Image-to-Image Translation Eleonora Grassucci Luigi Sigillo A. Uncini Danilo Comminiello 29 7 0 04 May 2022
AdapterBias: Parameter-efficient Token-dependent Representation Shift for Adapters in NLP Tasks Chin-Lun Fu Zih-Ching Chen Yun-Ru Lee Hung-yi Lee 33 44 0 30 Apr 2022
IDPG: An Instance-Dependent Prompt Generation Method Zhuofeng Wu Sinong Wang Jiatao Gu Rui Hou Yuxiao Dong V. Vydiswaran Hao Ma VLM 35 58 0 09 Apr 2022
Incremental Prototype Tuning for Class Incremental Learning Jieren Deng Jianhua Hu Haojian Zhang Yunkuan Wang CLL VLM 32 3 0 07 Apr 2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Rabeeh Karimi Mahabadi Luke Zettlemoyer James Henderson Marzieh Saeidi Lambert Mathias Ves Stoyanov Majid Yazdani VLM 31 69 0 03 Apr 2022
Proper Reuse of Image Classification Features Improves Object Detection C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 17 32 0 01 Apr 2022
Parameter-efficient Model Adaptation for Vision Transformers Xuehai He Chunyuan Li Pengchuan Zhang Jianwei Yang Qing Guo 30 84 0 29 Mar 2022
Delta Tuning: A Comprehensive Study of Parameter Efficient Methods for Pre-trained Language Models Ning Ding Yujia Qin Guang Yang Fu Wei Zonghan Yang ... Jianfei Chen Yang Liu Jie Tang Juan Li Maosong Sun 32 196 0 14 Mar 2022
Revisiting Parameter-Efficient Tuning: Are We Really There Yet? Guanzheng Chen Fangyu Liu Zaiqiao Meng Shangsong Liang 26 88 0 16 Feb 2022
VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM VPVLM 35 343 0 13 Dec 2021
Pruning Pretrained Encoders with a Multitask Objective Patrick Xia Richard Shin 44 0 0 10 Dec 2021
Training Neural Networks with Fixed Sparse Masks Yi-Lin Sung Varun Nair Colin Raffel FedML 32 196 0 18 Nov 2021
The Efficiency Misnomer Daoyuan Chen Liuyi Yao Dawei Gao Ashish Vaswani Yaliang Li 34 99 0 25 Oct 2021
The Power of Prompt Tuning for Low-Resource Semantic Parsing Nathan Schucher Siva Reddy H. D. Vries VLM 114 36 0 16 Oct 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 137 277 0 15 Oct 2021
UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning Yuning Mao Lambert Mathias Rui Hou Amjad Almahairi Hao Ma Jiawei Han Wen-tau Yih Madian Khabsa 6 185 0 14 Oct 2021
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 134 347 0 13 Oct 2021
Towards a Unified View of Parameter-Efficient Transfer Learning Junxian He Chunting Zhou Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig AAML 38 893 0 08 Oct 2021
PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions Eleonora Grassucci Aston Zhang Danilo Comminiello 28 38 0 08 Oct 2021
Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics Prajjwal Bhargava Aleksandr Drozd Anna Rogers 98 101 0 04 Oct 2021
Efficient Attribute Injection for Pretrained Language Models Reinald Kim Amplayo Kang Min Yoo Sang-Woo Lee 25 0 0 16 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 60 9,488 0 17 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters Aston Zhang Yi Tay Shuai Zhang Alvin Chan A. Luu S. Hui Jie Fu MQ 179 83 0 17 Feb 2021
High-Performance Large-Scale Image Recognition Without Normalization Andrew Brock Soham De Samuel L. Smith Karen Simonyan VLM 223 512 0 11 Feb 2021
WARP: Word-level Adversarial ReProgramming Karen Hambardzumyan Hrant Khachatrian Jonathan May AAML 254 342 0 01 Jan 2021
Rethinking embedding coupling in pre-trained language models Hyung Won Chung Thibault Févry Henry Tsai Melvin Johnson Sebastian Ruder 95 142 0 24 Oct 2020
The Lottery Ticket Hypothesis for Pre-trained BERT Networks Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Zhangyang Wang Michael Carbin 156 345 0 23 Jul 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 191 1,027 0 06 Mar 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018