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The Power of Scale for Parameter-Efficient Prompt Tuning

18 April 2021

Papers citing "The Power of Scale for Parameter-Efficient Prompt Tuning"

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Title
Scaling Law Phenomena Across Regression Paradigms: Multiple and Kernel Approaches Yifang Chen Xuyang Guo Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao Song 103 3 0 03 Mar 2025
Alchemist: Towards the Design of Efficient Online Continual Learning System Yuyang Huang Yuhan Liu Haryadi S. Gunawi Beibin Li Changho Hwang CLL OnRL 175 0 0 03 Mar 2025
Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness Tingchen Fu Fazl Barez AAML 105 0 0 03 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 522 1 0 03 Mar 2025
Advancing Prompt-Based Methods for Replay-Independent General Continual Learning Zhiqi Kang Liyuan Wang Xingxing Zhang Karteek Alahari CLL VLM 95 1 0 02 Mar 2025
Re-Imagining Multimodal Instruction Tuning: A Representation View Yiyang Liu James Liang Ruixiang Tang Yugyung Lee Majid Rabbani ... Raghuveer M. Rao Lifu Huang Dongfang Liu Qifan Wang Cheng Han 435 0 0 02 Mar 2025
Efficiently Editing Mixture-of-Experts Models with Compressed Experts Y. He Yang Liu Chen Liang Hany Awadalla MoE 103 1 0 01 Mar 2025
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation Zhenyi Shen Hanqi Yan Linhai Zhang Zhanghao Hu Yali Du Yulan He LRM 174 27 0 28 Feb 2025
PaCA: Partial Connection Adaptation for Efficient Fine-Tuning Sunghyeon Woo Sol Namkung Sunwoo Lee Inho Jeong Beomseok Kim Dongsuk Jeon 117 1 0 28 Feb 2025
From Retrieval to Generation: Comparing Different Approaches Abdelrahman Abdallah Jamshid Mozafari Bhawna Piryani Mohammed Ali Adam Jatowt RALM 106 0 0 27 Feb 2025
GraphBridge: Towards Arbitrary Transfer Learning in GNNs Li Ju Xingyi Yang Qi Li Xinchao Wang 132 0 0 26 Feb 2025
SwimVG: Step-wise Multimodal Fusion and Adaption for Visual Grounding Liangtao Shi Ting Liu Xiantao Hu Yue Hu Quanjun Yin Richang Hong ObjD 121 0 0 24 Feb 2025
Representation Engineering for Large-Language Models: Survey and Research Challenges Lukasz Bartoszcze Sarthak Munshi Bryan Sukidi Jennifer Yen Zejia Yang David Williams-King Linh Le Kosi Asuzu Carsten Maple 176 0 0 24 Feb 2025
Dependency Parsing with the Structuralized Prompt Template Keunha Kim Youngjoong Ko 72 0 0 24 Feb 2025
NEAT: Nonlinear Parameter-efficient Adaptation of Pre-trained Models Yibo Zhong Haoxiang Jiang Lincan Li Ryumei Nakada Tianci Liu Linjun Zhang Huaxiu Yao Haoyu Wang 255 3 0 24 Feb 2025
Generative Modeling of Individual Behavior at Scale Nabil Omi Lucas Caccia Anurag Sarkar Jordan T. Ash S. Sen 142 0 0 24 Feb 2025
SelaVPR++: Towards Seamless Adaptation of Foundation Models for Efficient Place Recognition Feng Lu Tong Jin X. Lan Lijun Zhang Yunpeng Liu Yaowei Wang Chun Yuan 82 1 0 23 Feb 2025
Dynamic Low-Rank Sparse Adaptation for Large Language Models Weizhong Huang Yuxin Zhang Xiawu Zheng Yang Liu Jing Lin Yiwu Yao Rongrong Ji 212 2 0 21 Feb 2025
R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-Task Learning Jinda Liu Yi-Ju Chang Yuan Wu 160 0 0 21 Feb 2025
DP-MemArc: Differential Privacy Transfer Learning for Memory Efficient Language Models Yanming Liu Xinyue Peng Yuwei Zhang Xiaolan Ke Songhang Deng ... Sheng Cheng Xun Wang Yuxiang Cai Tianyu Du Xuhong Zhang 179 0 0 21 Feb 2025
Soft Token Attacks Cannot Reliably Audit Unlearning in Large Language Models Haokun Chen Sebastian Szyller Weilin Xu N. Himayat MU AAML 93 1 0 20 Feb 2025
MKE-Coder: Multi-Axial Knowledge with Evidence Verification in ICD Coding for Chinese EMRs Xinxin You Xien Liu Xue Yang Ziyi Wang Ji Wu 92 0 0 19 Feb 2025
Black Sheep in the Herd: Playing with Spuriously Correlated Attributes for Vision-Language Recognition Xinyu Tian Shu Zou Zhaoyuan Yang Mengqi He Jing Zhang VLM 95 0 0 19 Feb 2025
Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity Yuri Kuratov M. Arkhipov Aydar Bulatov Andrey Kravchenko 139 3 0 18 Feb 2025
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents Weizhe Chen Sven Koenig B. Dilkina LLMAG 214 12 0 17 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 104 1 0 17 Feb 2025
How to Upscale Neural Networks with Scaling Law? A Survey and Practical Guidelines Ayan Sengupta Ayan Sengupta Tanmoy Chakraborty 170 0 0 17 Feb 2025
Factual Inconsistency in Data-to-Text Generation Scales Exponentially with LLM Size: A Statistical Validation Joy Mahapatra Soumyajit Roy Utpal Garain HILM ALM 147 0 0 17 Feb 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao LLMAG CLL LRM 142 22 0 17 Feb 2025
EvidenceMap: Learning Evidence Analysis to Unleash the Power of Small Language Models for Biomedical Question Answering Chang Zong Jian Wan Siliang Tang Lei Zhang 120 0 0 17 Feb 2025
Trust at Your Own Peril: A Mixed Methods Exploration of the Ability of Large Language Models to Generate Expert-Like Systems Engineering Artifacts and a Characterization of Failure Modes Taylan G. Topcu Mohammed Husain Max Ofsa Paul Wach 59 1 0 13 Feb 2025
GCoT: Chain-of-Thought Prompt Learning for Graphs Xingtong Yu Chang Zhou Zhongwei Kuai Xinming Zhang Yuan Fang LRM 154 2 0 12 Feb 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 160 3 0 11 Feb 2025
Foundation Models for Anomaly Detection: Vision and Challenges Jing Ren Tao Tang Hong Jia Haytham Fayek Haytham Fayek Xiaodong Li Suyu Ma Xiwei Xu Feng Xia 153 0 0 10 Feb 2025
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images Jinchen Yu Yongwei Nie Fei Qi Wenxiong Liao Hongmin Cai MedIm 94 1 0 10 Feb 2025
Task-driven Layerwise Additive Activation Intervention Hieu Trung Nguyen Bao Nguyen Binh Nguyen V. Nguyen KELM 95 1 0 10 Feb 2025
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking Delvin Ce Zhang Dongwon Lee HILM LRM 171 0 0 09 Feb 2025
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education Yanhao Jia Xinyi Wu Hao Li Qinglin Zhang Yuxiao Hu Shuai Zhao Wenqi Fan 183 5 0 09 Feb 2025
Rank Also Matters: Hierarchical Configuration for Mixture of Adapter Experts in LLM Fine-Tuning Peizhuang Cong Wenpu Liu Wenhan Yu Haochen Zhao Tong Yang ALM MoE 109 0 0 06 Feb 2025
LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning Zhekai Du Yinjie Min Jingjing Li Ke Lu Changliang Zou Liuhua Peng Tingjin Chu Mingming Gong 468 2 0 05 Feb 2025
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training Reza Shirkavand Qi He Peiran Yu Heng-Chiao Huang ALM 104 0 0 05 Feb 2025
Prompt-based Depth Pruning of Large Language Models Juyun Wee Minjae Park Jaeho Lee VLM 191 0 0 04 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 122 1 0 04 Feb 2025
FinBloom: Knowledge Grounding Large Language Model with Real-time Financial Data Ankur Sinha Chaitanya Agarwal P. Malo AIFin 99 0 0 04 Feb 2025
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems Si-Yang Liu Han-Jia Ye 179 12 0 04 Feb 2025
PARA: Parameter-Efficient Fine-tuning with Prompt Aware Representation Adjustment Zequan Liu Yi Zhao Ming Tan Wei Zhu Aaron Xuxiang Tian 162 0 0 03 Feb 2025
SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models Jiawen Zhang Kejia Chen Zunlei Feng Jian Lou Mingli Song Qingbin Liu Xiaoyu Yang AAML SILM FedML 171 1 0 02 Feb 2025
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models Yibin Wang Haizhou Shi Ligong Han Dimitris N. Metaxas Hao Wang BDL UQLM 233 13 0 28 Jan 2025
Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers Xinyu Tang Xiaolei Wang Wayne Xin Zhao Siyuan Lu Yaliang Li Ji-Rong Wen LRM 133 18 0 28 Jan 2025
Fine Tuning without Catastrophic Forgetting via Selective Low Rank Adaptation Reza Akbarian Bafghi Carden Bagwell Avinash Ravichandran Ashish Shrivastava M. Raissi 82 2 0 28 Jan 2025