Training Neural Networks with Fixed Sparse Masks

18 November 2021

Papers citing "Training Neural Networks with Fixed Sparse Masks"

43 / 143 papers shown

Title
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models Shuo Chen Jindong Gu Zhen Han Yunpu Ma Philip H. S. Torr Volker Tresp VPVLM VLM 32 17 0 03 Jun 2023
Distilling Efficient Language-Specific Models for Cross-Lingual Transfer Alan Ansell E. Ponti Anna Korhonen Ivan Vulić 24 4 0 02 Jun 2023
Parameter-Efficient Fine-Tuning without Introducing New Latency Baohao Liao Yan Meng Christof Monz 13 48 0 26 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 41 2,342 0 23 May 2023
Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs Roei Herzig Alon Mendelson Leonid Karlinsky Assaf Arbelle Rogerio Feris Trevor Darrell Amir Globerson VLM 35 31 0 10 May 2023
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation Nico Daheim Nouha Dziri Mrinmaya Sachan Iryna Gurevych E. Ponti MoMe 34 30 0 30 Mar 2023
Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning Vladislav Lialin Vijeta Deshpande Anna Rumshisky 33 167 0 28 Mar 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 35 10 0 27 Mar 2023
Multitask Prompt Tuning Enables Parameter-Efficient Transfer Learning Zhen Wang Rameswar Panda Leonid Karlinsky Rogerio Feris Huan Sun Yoon Kim VLM VPVLM 27 107 0 06 Mar 2023
MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering Jingjing Jiang Nanning Zheng MoE 37 6 0 02 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 Feb 2023
Task-Specific Skill Localization in Fine-tuned Language Models A. Panigrahi Nikunj Saunshi Haoyu Zhao Sanjeev Arora MoMe 31 67 0 13 Feb 2023
AIM: Adapting Image Models for Efficient Video Action Recognition Taojiannan Yang Yi Zhu Yusheng Xie Aston Zhang Cheng Chen Mu Li ViT 58 144 0 06 Feb 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 21 45 0 28 Jan 2023
A Stability Analysis of Fine-Tuning a Pre-Trained Model Z. Fu Anthony Man-Cho So Nigel Collier 23 3 0 24 Jan 2023
FUN with Fisher: Improving Generalization of Adapter-Based Cross-lingual Transfer with Scheduled Unfreezing Chen Cecilia Liu Jonas Pfeiffer Ivan Vulić Iryna Gurevych CLL 24 9 0 13 Jan 2023
Parameter-Efficient Fine-Tuning Design Spaces Jiaao Chen Aston Zhang Xingjian Shi Mu Li Alexander J. Smola Diyi Yang 42 59 0 04 Jan 2023
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
Vision Transformers are Parameter-Efficient Audio-Visual Learners Yan-Bo Lin Yi-Lin Sung Jie Lei Joey Tianyi Zhou Gedas Bertasius 26 73 0 15 Dec 2022
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 57 435 0 08 Dec 2022
Visual Query Tuning: Towards Effective Usage of Intermediate Representations for Parameter and Memory Efficient Transfer Learning Cheng-Hao Tu Zheda Mai Wei-Lun Chao 24 44 0 06 Dec 2022
On the Effectiveness of Parameter-Efficient Fine-Tuning Z. Fu Haoran Yang Anthony Man-Cho So Wai Lam Lidong Bing Nigel Collier 24 156 0 28 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 44 20 0 17 Nov 2022
Multi-Head Adapter Routing for Cross-Task Generalization Lucas Caccia E. Ponti Zhan Su Matheus Pereira Nicolas Le Roux Alessandro Sordoni 13 20 0 07 Nov 2022
Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities Brian Bartoldson B. Kailkhura Davis W. Blalock 31 47 0 13 Oct 2022
Can Pretrained Language Models (Yet) Reason Deductively? Moy Yuan Songbo Hu Ivan Vulić Anna Korhonen Zaiqiao Meng ReLM ELM LRM 34 8 0 12 Oct 2022
Make Sharpness-Aware Minimization Stronger: A Sparsified Perturbation Approach Peng Mi Li Shen Tianhe Ren Yiyi Zhou Xiaoshuai Sun Rongrong Ji Dacheng Tao AAML 27 69 0 11 Oct 2022
Towards Parameter-Efficient Integration of Pre-Trained Language Models In Temporal Video Grounding Erica K. Shimomoto Edison Marrese-Taylor Hiroya Takamura Ichiro Kobayashi Hideki Nakayama Yusuke Miyao 27 7 0 26 Sep 2022
Git Re-Basin: Merging Models modulo Permutation Symmetries Samuel K. Ainsworth J. Hayase S. Srinivasa MoMe 255 314 0 11 Sep 2022
Petals: Collaborative Inference and Fine-tuning of Large Models Alexander Borzunov Dmitry Baranchuk Tim Dettmers Max Ryabinin Younes Belkada Artem Chumachenko Pavel Samygin Colin Raffel VLM 36 62 0 02 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 28 109 0 31 Aug 2022
Patching open-vocabulary models by interpolating weights Gabriel Ilharco Mitchell Wortsman S. Gadre Shuran Song Hannaneh Hajishirzi Simon Kornblith Ali Farhadi Ludwig Schmidt VLM KELM 32 166 0 10 Aug 2022
Training Your Sparse Neural Network Better with Any Mask Ajay Jaiswal Haoyu Ma Tianlong Chen Ying Ding Zhangyang Wang CVBM 31 35 0 26 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
Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks Lukas Hauzenberger Shahed Masoudian Deepak Kumar Markus Schedl Navid Rekabsaz 22 17 0 30 May 2022
Discovering Language-neutral Sub-networks in Multilingual Language Models Negar Foroutan Mohammadreza Banaei R. Lebret Antoine Bosselut Karl Aberer LRM 41 25 0 25 May 2022
FedAdapter: Efficient Federated Learning for Modern NLP Dongqi Cai Yaozong Wu Shangguang Wang F. Lin Mengwei Xu FedML AI4CE 33 21 0 20 May 2022
Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep Neural Network, a Survey Paul Wimmer Jens Mehnert A. P. Condurache DD 34 20 0 17 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 35 849 0 11 May 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
Deep learning via message passing algorithms based on belief propagation C. Lucibello Fabrizio Pittorino Gabriele Perugini R. Zecchina 43 14 0 27 Oct 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
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