Title
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA James Smith Yen-Chang Hsu Lingyu Zhang Ting Hua Z. Kira Yilin Shen Hongxia Jin DiffM 131 95 0 12 Apr 2023
Rethinking Dense Retrieval's Few-Shot Ability Si Sun Yi-Wen Lu Shi Yu Xiangyang Li Zhonghua Li Zhao Cao Zhiyuan Liu Deiming Ye Jie Bao 8 0 0 12 Apr 2023
Troika: Multi-Path Cross-Modal Traction for Compositional Zero-Shot Learning Siteng Huang Biao Gong Yutong Feng Min Zhang Yiliang Lv Donglin Wang CoGe 32 10 0 27 Mar 2023
Parameter-Efficient Sparse Retrievers and Rerankers using Adapters Vaishali Pal Carlos Lassance Hervé Déjean S. Clinchant 135 3 0 23 Mar 2023
SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language Models Vithursan Thangarasa Abhay Gupta William Marshall Tianda Li Kevin Leong D. DeCoste Sean Lie Shreyas Saxena MoE AI4CE 16 18 0 18 Mar 2023
Multitask Prompt Tuning Enables Parameter-Efficient Transfer Learning Zhen Wang Rameswar Panda Leonid Karlinsky Rogerio Feris Huan Sun Yoon Kim VLM VPVLM 17 107 0 06 Mar 2023
SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases Yanchen Liu Jing Yang Yan Chen Jing Liu Huaqin Wu MoE 47 2 0 28 Feb 2023
How Does In-Context Learning Help Prompt Tuning? Simeng Sun Yang Liu Dan Iter Chenguang Zhu Mohit Iyyer VLM 35 17 0 22 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 28 15 0 17 Feb 2023
Differentiable Entailment for Parameter Efficient Few Shot Learning Ethan Kim Jerry Yang 21 0 0 31 Jan 2023
One Model for All Domains: Collaborative Domain-Prefix Tuning for Cross-Domain NER Xiang Chen Lei Li Q. Fei Ningyu Zhang Chuanqi Tan Yong-jia Jiang Fei Huang Huajun Chen 26 23 0 25 Jan 2023
Parameter-Efficient Fine-Tuning Design Spaces Jiaao Chen Aston Zhang Xingjian Shi Mu Li Alexander J. Smola Diyi Yang 31 59 0 04 Jan 2023
When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods Zhuo Zhang Yuanhang Yang Yong Dai Lizhen Qu Zenglin Xu FedML 38 65 0 20 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 68 311 0 19 Dec 2022
Decoder Tuning: Efficient Language Understanding as Decoding Ganqu Cui Wentao Li Ning Ding Longtao Huang Zhiyuan Liu Maosong Sun 21 6 0 16 Dec 2022
SPARTAN: Sparse Hierarchical Memory for Parameter-Efficient Transformers A. Deshpande Md Arafat Sultan Anthony Ferritto A. Kalyan Karthik Narasimhan Avirup Sil MoE 33 1 0 29 Nov 2022
On the Effectiveness of Parameter-Efficient Fine-Tuning Z. Fu Haoran Yang Anthony Man-Cho So Wai Lam Lidong Bing Nigel Collier 19 156 0 28 Nov 2022
HyperTuning: Toward Adapting Large Language Models without Back-propagation Jason Phang Yi Mao Pengcheng He Weizhu Chen 14 30 0 22 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Rameswar Panda David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 39 20 0 17 Nov 2022
FPT: Improving Prompt Tuning Efficiency via Progressive Training Yufei Huang Yujia Qin Huadong Wang Yichun Yin Maosong Sun Zhiyuan Liu Qun Liu VLM LRM 27 6 0 13 Nov 2022
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey Xu Guo Han Yu LM&MA VLM 28 29 0 06 Nov 2022
A Close Look into the Calibration of Pre-trained Language Models Yangyi Chen Lifan Yuan Ganqu Cui Zhiyuan Liu Heng Ji 25 43 0 31 Oct 2022
Parameter-Efficient Tuning Makes a Good Classification Head Zhuoyi Yang Ming Ding Yanhui Guo Qingsong Lv Jie Tang VLM 37 14 0 30 Oct 2022
Exploring Mode Connectivity for Pre-trained Language Models Yujia Qin Cheng Qian Jing Yi Weize Chen Yankai Lin Xu Han Zhiyuan Liu Maosong Sun Jie Zhou 29 20 0 25 Oct 2022
Evaluating Parameter Efficient Learning for Generation Peng-Tao Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Wei Ping Nayeon Lee M. Shoeybi Bryan Catanzaro MoE 33 3 0 25 Oct 2022
Different Tunes Played with Equal Skill: Exploring a Unified Optimization Subspace for Delta Tuning Jing Yi Weize Chen Yujia Qin Yankai Lin Ning Ding Xu Han Zhiyuan Liu Maosong Sun Jie Zhou 15 2 0 24 Oct 2022
Late Prompt Tuning: A Late Prompt Could Be Better Than Many Prompts Xiangyang Liu Tianxiang Sun Xuanjing Huang Xipeng Qiu VLM 36 27 0 20 Oct 2022
Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning Tianxiang Sun Zhengfu He Qinen Zhu Xipeng Qiu Xuanjing Huang VLM VPVLM 12 20 0 14 Oct 2022
Unified Detoxifying and Debiasing in Language Generation via Inference-time Adaptive Optimization Zonghan Yang Xiaoyuan Yi Peng Li Yang Liu Xing Xie 25 33 0 10 Oct 2022
XPrompt: Exploring the Extreme of Prompt Tuning Fang Ma Chen Zhang Lei Ren Jingang Wang Qifan Wang Wei Yu Wu Xiaojun Quan Dawei Song VLM 110 37 0 10 Oct 2022
Parameter-Efficient Tuning with Special Token Adaptation Xiaoocong Yang James Y. Huang Wenxuan Zhou Muhao Chen 26 12 0 10 Oct 2022
Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation Xu Guo Boyang Albert Li Han Yu VLM 39 22 0 06 Oct 2022
Universal Prompt Tuning for Graph Neural Networks Taoran Fang Yunchao Zhang Yang Yang Chunping Wang Lei Chen 24 47 0 30 Sep 2022
Transformers with Learnable Activation Functions Haishuo Fang Ji-Ung Lee N. Moosavi Iryna Gurevych AI4CE 25 7 0 30 Aug 2022
Disentangled Modeling of Domain and Relevance for Adaptable Dense Retrieval Jingtao Zhan Qingyao Ai Yiqun Liu Jiaxin Mao Xiaohui Xie M. Zhang Shaoping Ma 30 10 0 11 Aug 2022
Improving Task Generalization via Unified Schema Prompt Wanjun Zhong Yifan Gao Ning Ding Zhiyuan Liu Ming Zhou Jiahai Wang Jian Yin Nan Duan 27 8 0 05 Aug 2022
Embedding Recycling for Language Models Jon Saad-Falcon Amanpreet Singh Luca Soldaini Mike DÁrcy Arman Cohan Doug Downey KELM 13 4 0 11 Jul 2022
A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks Ganqu Cui Lifan Yuan Bingxiang He Yangyi Chen Zhiyuan Liu Maosong Sun AAML ELM SILM 24 68 0 17 Jun 2022
Sparse Structure Search for Parameter-Efficient Tuning Shengding Hu Zhen Zhang Ning Ding Yadao Wang Yasheng Wang Zhiyuan Liu Maosong Sun 29 16 0 15 Jun 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric P. Xing Zhiting Hu 21 318 0 25 May 2022
BBTv2: Towards a Gradient-Free Future with Large Language Models Tianxiang Sun Zhengfu He Hong Qian Yunhua Zhou Xuanjing Huang Xipeng Qiu 108 53 0 23 May 2022
AdaVAE: Exploring Adaptive GPT-2s in Variational Auto-Encoders for Language Modeling Haoqin Tu Zhongliang Yang Jinshuai Yang Yong Huang 15 12 0 12 May 2022
Revisiting Parameter-Efficient Tuning: Are We Really There Yet? Guanzheng Chen Fangyu Liu Zaiqiao Meng Shangsong Liang 26 88 0 16 Feb 2022
OpenPrompt: An Open-source Framework for Prompt-learning Ning Ding Shengding Hu Weilin Zhao Yulin Chen Zhiyuan Liu Haitao Zheng Maosong Sun VLM LLMAG 23 284 0 03 Nov 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Matthew Cer VLM LRM 137 277 0 15 Oct 2021
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 238 806 0 14 Oct 2021
MSP: Multi-Stage Prompting for Making Pre-trained Language Models Better Translators Zhixing Tan Xiangwen Zhang Shuo Wang Yang Liu VLM LRM 213 52 0 13 Oct 2021
Single-dataset Experts for Multi-dataset Question Answering Dan Friedman Ben Dodge Danqi Chen MoMe 132 26 0 28 Sep 2021
Paradigm Shift in Natural Language Processing Tianxiang Sun Xiangyang Liu Xipeng Qiu Xuanjing Huang 118 82 0 26 Sep 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 211 179 0 18 Apr 2021