SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models

2 February 2025

Papers citing "SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models"

39 / 39 papers shown

Title
Exploring the Benefits of Visual Prompting in Differential Privacy Yizhe Li Yu-Lin Tsai Xuebin Ren Chia-Mu Yu Pin-Yu Chen AAML VPVLM 50 20 0 22 Mar 2023
A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models J. Allingham Jie Jessie Ren Michael W. Dusenberry Xiuye Gu Huayu Chen Dustin Tran J. Liu Balaji Lakshminarayanan LLMAG VLM 56 36 0 13 Feb 2023
MPCViT: Searching for Accurate and Efficient MPC-Friendly Vision Transformer with Heterogeneous Attention Wenyuan Zeng Meng Li Wenjie Xiong Tong Tong Wen-jie Lu Jin Tan Runsheng Wang Ru Huang 68 23 0 25 Nov 2022
Private and Reliable Neural Network Inference Nikola Jovanović Marc Fischer Samuel Steffen Martin Vechev 58 15 0 27 Oct 2022
Making Large Language Models Better Reasoners with Step-Aware Verifier Yifei Li Zeqi Lin Shizhuo Zhang Qiang Fu B. Chen Jian-Guang Lou Weizhu Chen ReLM LRM 84 223 0 06 Jun 2022
HECO: Fully Homomorphic Encryption Compiler Alexander Viand Patrick Jattke Miro Haller Anwar Hithnawi 52 17 0 03 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 817 9,387 0 28 Jan 2022
Enhanced Membership Inference Attacks against Machine Learning Models Jiayuan Ye Aadyaa Maddi S. K. Murakonda Vincent Bindschaedler Reza Shokri MIALM MIACV 89 253 0 18 Nov 2021
Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models Wei Ping Chejian Xu Shuohang Wang Zhe Gan Yu Cheng Jianfeng Gao Ahmed Hassan Awadallah Yangqiu Song VLM ELM AAML 65 222 0 04 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 285 4,408 0 27 Oct 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 198 286 0 15 Oct 2021
Data science and Machine learning in the Clouds: A Perspective for the Future H. Barua 57 5 0 02 Sep 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 231 5,539 0 07 Jul 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 573 4,047 0 18 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 222 2,150 0 29 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 929 29,436 0 26 Feb 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 391 1,967 0 31 Dec 2020
Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification Timo Schick Helmut Schmid Hinrich Schütze VLM 78 208 0 26 Oct 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 795 42,055 0 28 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,615 0 21 Jan 2020
oLMpics -- On what Language Model Pre-training Captures Alon Talmor Yanai Elazar Yoav Goldberg Jonathan Berant LRM 103 304 0 31 Dec 2019
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 132 1,405 0 28 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 368 6,455 0 26 Sep 2019
SHE: A Fast and Accurate Deep Neural Network for Encrypted Data Qian Lou Lei Jiang 86 121 0 01 Jun 2019
An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Yaoyao Liu Bernt Schiele Qianru Sun BDL 110 128 0 17 Apr 2019
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis Hu Xu Bing-Quan Liu Lei Shu Philip S. Yu 50 699 0 03 Apr 2019
Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Nikita Dvornik Cordelia Schmid Julien Mairal VLM 75 197 0 27 Mar 2019
Simple Applications of BERT for Ad Hoc Document Retrieval Wei Yang Haotian Zhang Jimmy J. Lin 85 197 0 26 Mar 2019
End-to-End Open-Domain Question Answering with BERTserini Wei Yang Yuqing Xie Aileen Lin Xingyu Li Luchen Tan Kun Xiong Ming Li Jimmy J. Lin RALM 115 495 0 05 Feb 2019
Low Latency Privacy Preserving Inference Alon Brutzkus Oren Elisha Ran Gilad-Bachrach FedML 132 232 0 27 Dec 2018
Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference Edward Chou Josh Beal Daniel Levy Serena Yeung Albert Haque Li Fei-Fei 47 198 0 25 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
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 1.1K 7,159 0 20 Apr 2018
Gazelle: A Low Latency Framework for Secure Neural Network Inference Chiraag Juvekar Vinod Vaikuntanathan A. Chandrakasan 62 893 0 16 Jan 2018
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,479 0 18 Apr 2017
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 261 4,135 0 18 Oct 2016
Solving General Arithmetic Word Problems Subhro Roy Dan Roth AIMat 68 478 0 04 Aug 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 283 8,134 0 16 Jun 2016