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InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

5 June 2023

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Papers citing "InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models"

34 / 34 papers shown

Title
FedOne: Query-Efficient Federated Learning for Black-box Discrete Prompt Learning Ganyu Wang Jinjie Fang Maxwell J. Ying Bin Gu Xi Chen Boyu Wang Charles Ling FedML 26 0 0 17 Jun 2025
Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds Aya Kayal Sattar Vakili Laura Toni Da-shan Shiu A. Bernacchia 39 0 0 29 May 2025
Learning Explainable Dense Reward Shapes via Bayesian Optimization Ryan Koo Ian Yang Vipul Raheja Mingyi Hong Kwang-Sung Jun Dongyeop Kang 75 1 0 22 Apr 2025
CAPO: Cost-Aware Prompt Optimization Tom Zehle Moritz Schlager Timo Heiß Matthias Feurer VLM 153 0 0 22 Apr 2025
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models Sid Bharthulwar John Rho Katrina Brown ReLM VLM LRM 93 0 0 30 Mar 2025
Every Call is Precious: Global Optimization of Black-Box Functions with Unknown Lipschitz Constants Fares Fourati Salma Kharrat Vaneet Aggarwal Mohamed-Slim Alouini 118 0 0 06 Feb 2025
Model Fusion through Bayesian Optimization in Language Model Fine-Tuning Chaeyun Jang Hyungi Lee Jungtaek Kim Juho Lee MoMe 149 4 0 11 Nov 2024
Instance-adaptive Zero-shot Chain-of-Thought Prompting Xiaosong Yuan Chen Shen Shaotian Yan Xiaofeng Zhang Liang Xie Wenxiao Wang Renchu Guan Ying Wang Jieping Ye ReLM LRM 103 8 0 30 Sep 2024
FIDAVL: Fake Image Detection and Attribution using Vision-Language Model Mamadou Keita W. Hamidouche Hessen Bougueffa Eutamene Abdelmalik Taleb-Ahmed Abdenour Hadid VLM 130 1 0 22 Aug 2024
One Prompt is not Enough: Automated Construction of a Mixture-of-Expert Prompts Ruochen Wang Sohyun An Minhao Cheng Tianyi Zhou Sung Ju Hwang Cho-Jui Hsieh 73 9 0 28 Jun 2024
On Discrete Prompt Optimization for Diffusion Models Ruochen Wang Ting Liu Cho-Jui Hsieh Boqing Gong DiffM 89 8 0 27 Jun 2024
A Better LLM Evaluator for Text Generation: The Impact of Prompt Output Sequencing and Optimization Kuanchao Chu Yi-Pei Chen Hideki Nakayama 117 10 0 14 Jun 2024
FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch Virginia Aglietti Ira Ktena Jessica Schrouff Eleni Sgouritsa Francisco J. R. Ruiz Alan Malek Alexis Bellot Silvia Chiappa 84 3 0 07 Jun 2024
Prompt Optimization with Human Feedback Xiaoqiang Lin Zhongxiang Dai Arun Verma See-Kiong Ng Patrick Jaillet K. H. Low AAML 97 12 0 27 May 2024
Learning to Reason via Program Generation, Emulation, and Search Nathaniel Weir Muhammad Khalifa Linlu Qiu Orion Weller Peter Clark SyDa ReLM LRM 149 9 0 25 May 2024
Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars Zhaoxuan Wu Xiaoqiang Lin Zhongxiang Dai Wenyang Hu Yao Shu See-Kiong Ng Patrick Jaillet Bryan Kian Hsiang Low 53 11 0 25 May 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Dinesh Manocha Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 203 38 0 24 May 2024
AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs Anselm Paulus Arman Zharmagambetov Chuan Guo Brandon Amos Yuandong Tian AAML 142 67 0 21 Apr 2024
Efficient Prompting Methods for Large Language Models: A Survey Kaiyan Chang Songcheng Xu Chenglong Wang Yingfeng Luo Tong Xiao Jingbo Zhu LRM 119 36 0 01 Apr 2024
Privacy-preserving Fine-tuning of Large Language Models through Flatness Tiejin Chen Longchao Da Huixue Zhou Pingzhi Li Kaixiong Zhou Tianlong Chen Hua Wei 78 5 0 07 Mar 2024
Neural Exec: Learning (and Learning from) Execution Triggers for Prompt Injection Attacks Dario Pasquini Martin Strohmeier Carmela Troncoso AAML 112 28 0 06 Mar 2024
Localized Zeroth-Order Prompt Optimization Wenyang Hu Yao Shu Zongmin Yu Zhaoxuan Wu Xiangqiang Lin Zhongxiang Dai See-Kiong Ng Bryan Kian Hsiang Low 63 8 0 05 Mar 2024
Large Language Model-Based Evolutionary Optimizer: Reasoning with elitism Shuvayan Brahmachary Subodh M. Joshi Aniruddha Panda K. Koneripalli A. Sagotra Harshil Patel Ankush Sharma Ameya Dilip Jagtap Kaushic Kalyanaraman LRM 116 22 0 04 Mar 2024
PhaseEvo: Towards Unified In-Context Prompt Optimization for Large Language Models Wendi Cui Jiaxin Zhang Zhuohang Li Hao Sun Damien Lopez Kamalika Das Bradley Malin Kumar Sricharan 102 7 0 17 Feb 2024
Efficient Prompt Optimization Through the Lens of Best Arm Identification Chengshuai Shi Kun Yang Zihan Chen Jundong Li Jing Yang Cong Shen 93 10 0 15 Feb 2024
Are Large Language Models Good Prompt Optimizers? Ruotian Ma Xiaolei Wang Xin Zhou Jian Li Nan Du Tao Gui Qi Zhang Xuanjing Huang LLMAG LRM 84 31 0 03 Feb 2024
Embodied Multi-Modal Agent trained by an LLM from a Parallel TextWorld Yijun Yang Tianyi Zhou Kanxue Li Dapeng Tao Lusong Li Li Shen Xiaodong He Jing Jiang Yuhui Shi LLMAG LM&Ro 89 44 0 28 Nov 2023
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors You-Ming Chang Chen Yeh Wei-Chen Chiu Ning Yu VPVLM VLM 154 30 0 26 Oct 2023
Denevil: Towards Deciphering and Navigating the Ethical Values of Large Language Models via Instruction Learning Shitong Duan Xiaoyuan Yi Peng Zhang Tun Lu Xing Xie Ning Gu 90 12 0 17 Oct 2023
Efficient Federated Prompt Tuning for Black-box Large Pre-trained Models Zihao Lin Yan Sun Yifan Shi Xueqian Wang Lifu Huang Li Shen Dacheng Tao 98 12 0 04 Oct 2023
Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers Xiaoqiang Lin Zhaoxuan Wu Zhongxiang Dai Wenyang Hu Yao Shu See-Kiong Ng Patrick Jaillet Bryan Kian Hsiang Low 99 11 0 02 Oct 2023
Large Language Models as Optimizers Chengrun Yang Xuezhi Wang Yifeng Lu Hanxiao Liu Quoc V. Le Denny Zhou Xinyun Chen ODL 154 435 0 07 Sep 2023
Quantifying Uncertainty in Answers from any Language Model and Enhancing their Trustworthiness Jiuhai Chen Jonas W. Mueller 135 71 0 30 Aug 2023
AlpaGasus: Training A Better Alpaca with Fewer Data Lichang Chen Shiyang Li Jun Yan Hai Wang Kalpa Gunaratna ... Zheng Tang Vijay Srinivasan Dinesh Manocha Heng-Chiao Huang Hongxia Jin ALM 125 0 0 17 Jul 2023