Title
ANNA: Abstractive Text-to-Image Synthesis with Filtered News Captions Aashish Anantha Ramakrishnan Sharon X. Huang Dongwon Lee 29 5 0 05 Jan 2023
Parameter-Efficient Fine-Tuning Design Spaces Jiaao Chen Aston Zhang Xingjian Shi Mu Li Alexander J. Smola Diyi Yang 46 59 0 04 Jan 2023
Principled and Efficient Transfer Learning of Deep Models via Neural Collapse Xiao Li Sheng Liu Jin-li Zhou Xin Lu C. Fernandez‐Granda Zhihui Zhu Q. Qu AAML 30 19 0 23 Dec 2022
KronA: Parameter Efficient Tuning with Kronecker Adapter Ali Edalati Marzieh S. Tahaei I. Kobyzev V. Nia J. Clark Mehdi Rezagholizadeh 45 95 0 20 Dec 2022
Mini-Model Adaptation: Efficiently Extending Pretrained Models to New Languages via Aligned Shallow Training Kelly Marchisio Patrick Lewis Yihong Chen Mikel Artetxe 35 16 0 20 Dec 2022
When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods Zhuo Zhang Yuanhang Yang Yong Dai Lizhen Qu Zenglin Xu FedML 48 66 0 20 Dec 2022
BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting Zheng-Xin Yong Hailey Schoelkopf Niklas Muennighoff Alham Fikri Aji David Ifeoluwa Adelani ... Genta Indra Winata Stella Biderman Edward Raff Dragomir R. Radev Vassilina Nikoulina CLL VLM AI4CE LRM 35 81 0 19 Dec 2022
Decoder Tuning: Efficient Language Understanding as Decoding Yuchen Zhang Wentao Li Ning Ding Longtao Huang Zhiyuan Liu Maosong Sun 26 6 0 16 Dec 2022
Parameter-Efficient Finetuning of Transformers for Source Code Shamil Ayupov Nadezhda Chirkova 22 17 0 12 Dec 2022
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 67 827 0 08 Dec 2022
Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping Jiyan He Xuechen Li Da Yu Huishuai Zhang Janardhan Kulkarni Y. Lee A. Backurs Nenghai Yu Jiang Bian 30 46 0 03 Dec 2022
SumREN: Summarizing Reported Speech about Events in News R. Reddy Heba Elfardy Hou Pong Chan Kevin Small Chenhui Xu 28 5 0 02 Dec 2022
Data-Efficient Finetuning Using Cross-Task Nearest Neighbors Hamish Ivison Noah A. Smith Hannaneh Hajishirzi Pradeep Dasigi 38 20 0 01 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Chenyu You Steven C. H. Hoi OOD VLM 26 5 0 30 Nov 2022
A Comprehensive Survey on Enterprise Financial Risk Analysis from Big Data Perspective Yu Zhao Huaming Du Qing Li Fuzhen Zhuang Ji Liu Gang Kou Gang Kou 30 1 0 28 Nov 2022
Self-Destructing Models: Increasing the Costs of Harmful Dual Uses of Foundation Models Peter Henderson E. Mitchell Christopher D. Manning Dan Jurafsky Chelsea Finn 25 47 0 27 Nov 2022
HyperTuning: Toward Adapting Large Language Models without Back-propagation Jason Phang Yi Mao Pengcheng He Weizhu Chen 31 30 0 22 Nov 2022
Linear Interpolation In Parameter Space is Good Enough for Fine-Tuned Language Models Mark Rofin Nikita Balagansky Daniil Gavrilov MoMe KELM 38 5 0 22 Nov 2022
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Yikang Shen Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 56 71 0 21 Nov 2022
AF Adapter: Continual Pretraining for Building Chinese Biomedical Language Model Yongyu Yan Kui Xue Xiaoming Shi Qi Ye Jingping Liu Tong Ruan CLL 47 1 0 21 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Yikang Shen David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 47 20 0 17 Nov 2022
CSCD-NS: a Chinese Spelling Check Dataset for Native Speakers Yong Hu Fandong Meng Jie Zhou 11 7 0 16 Nov 2022
FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers Jinyu Chen Wenchao Xu Song Guo Junxiao Wang Jie Zhang Yining Qi FedML 33 32 0 15 Nov 2022
Controllable Citation Sentence Generation with Language Models Nianlong Gu Richard H. R. Hahnloser 33 2 0 14 Nov 2022
Large Language Models Meet Harry Potter: A Bilingual Dataset for Aligning Dialogue Agents with Characters Nuo Chen Yan Wang Haiyun Jiang Deng Cai Yuhan Li Ziyang Chen Longyue Wang Jia Li 34 8 0 13 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 35 6 0 13 Nov 2022
Two-stage LLM Fine-tuning with Less Specialization and More Generalization Yihan Wang Si Si Daliang Li Michal Lukasik Felix X. Yu Cho-Jui Hsieh Inderjit S Dhillon Sanjiv Kumar 46 29 0 01 Nov 2022
Adapter-Based Extension of Multi-Speaker Text-to-Speech Model for New Speakers Cheng-Ping Hsieh Subhankar Ghosh Boris Ginsburg 43 18 0 01 Nov 2022
AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning Yaqing Wang Sahaj Agarwal Subhabrata Mukherjee Xiaodong Liu Jing Gao Ahmed Hassan Awadallah Jianfeng Gao MoE 24 118 0 31 Oct 2022
GPS: Genetic Prompt Search for Efficient Few-shot Learning Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM 14 28 0 31 Oct 2022
Parameter-Efficient Tuning Makes a Good Classification Head Zhuoyi Yang Ming Ding Yanhui Guo Qingsong Lv Jie Tang VLM 63 14 0 30 Oct 2022
Differentiable Data Augmentation for Contrastive Sentence Representation Learning Tianduo Wang Wei Lu SSL 47 9 0 29 Oct 2022
Inducer-tuning: Connecting Prefix-tuning and Adapter-tuning Yifan Chen Devamanyu Hazarika Mahdi Namazifar Yang Liu Di Jin Dilek Z. Hakkani-Tür 29 3 0 26 Oct 2022
Learning Better Intent Representations for Financial Open Intent Classification Xianzhi Li Will Aitken Xiao-Dan Zhu Stephen W. Thomas AIFin 17 8 0 25 Oct 2022
Evaluating Parameter Efficient Learning for Generation Peng Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Ming-Yu Liu Nayeon Lee M. Shoeybi Bryan Catanzaro MoE 35 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 20 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
Continued Pretraining for Better Zero- and Few-Shot Promptability Zhaofeng Wu IV RobertL.Logan Pete Walsh Akshita Bhagia Dirk Groeneveld Sameer Singh Iz Beltagy VLM 44 12 0 19 Oct 2022
Hidden State Variability of Pretrained Language Models Can Guide Computation Reduction for Transfer Learning Shuo Xie Jiahao Qiu Ankita Pasad Li Du Qing Qu Hongyuan Mei 37 16 0 18 Oct 2022
Tiny-Attention Adapter: Contexts Are More Important Than the Number of Parameters Hongyu Zhao Hao Tan Hongyuan Mei MoE 41 16 0 18 Oct 2022
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning Dongze Lian Daquan Zhou Jiashi Feng Xinchao Wang 36 249 0 17 Oct 2022
Keep Me Updated! Memory Management in Long-term Conversations Sanghwan Bae Donghyun Kwak Soyoung Kang Min Young Lee Sungdong Kim Yuin Jeong Hyeri Kim Sang-Woo Lee W. Park Nako Sung 48 47 0 17 Oct 2022
Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores Arsany Guirguis Diana Petrescu Florin Dinu D. Quoc Javier Picorel R. Guerraoui 40 0 0 16 Oct 2022
Parameter-Efficient Tuning with Special Token Adaptation Xiaoocong Yang James Y. Huang Wenxuan Zhou Muhao Chen 34 12 0 10 Oct 2022
SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters Shwai He Liang Ding Daize Dong Miao Zhang Dacheng Tao MoE 32 87 0 09 Oct 2022
AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models S. Kwon Jeonghoon Kim Jeongin Bae Kang Min Yoo Jin-Hwa Kim Baeseong Park Byeongwook Kim Jung-Woo Ha Nako Sung Dongsoo Lee MQ 29 30 0 08 Oct 2022
Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks Yen-Cheng Liu Chih-Yao Ma Junjiao Tian Zijian He Z. Kira 128 47 0 07 Oct 2022
Content-Based Search for Deep Generative Models Daohan Lu Sheng-Yu Wang Nupur Kumari Rohan Agarwal Mia Tang David Bau Jun-Yan Zhu DiffM SyDa 40 5 0 06 Oct 2022
Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation Xu Guo Boyang Albert Li Han Yu VLM 43 22 0 06 Oct 2022
Differentially Private Optimization on Large Model at Small Cost Zhiqi Bu Yu Wang Sheng Zha George Karypis 38 52 0 30 Sep 2022