Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural
bandits Coupled with Transformers

Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

2 October 2023

Wenyang Hu

See-Kiong Ng

Bryan Kian Hsiang Low

Papers citing "Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers"

10 / 10 papers shown

Title
CAPO: Cost-Aware Prompt Optimization Tom Zehle Moritz Schlager Timo Heiß Matthias Feurer VLM 59 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 61 0 0 30 Mar 2025
Broaden your SCOPE! Efficient Multi-turn Conversation Planning for LLMs using Semantic Space Zhiliang Chen Xinyuan Niu Chuan-Sheng Foo Bryan Kian Hsiang Low 53 1 0 14 Mar 2025
Automatic Prompt Optimization via Heuristic Search: A Survey Wendi Cui Jiaxin Zhang ZeLin Li Hao Sun Damien Lopez Kamalika Das Bradley Malin Sricharan Kumar 34 1 0 26 Feb 2025
Every Call is Precious: Global Optimization of Black-Box Functions with Unknown Lipschitz Constants Fares Fourati Salma Kharrat Vaneet Aggarwal Mohamed-Slim Alouini 63 0 0 06 Feb 2025
Task Facet Learning: A Structured Approach to Prompt Optimization Gurusha Juneja Nagarajan Natarajan Hua Li Jian Jiao Jian Jiao Amit Sharma 53 7 0 15 Jun 2024
DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning Zijian Zhou Xiaoqiang Lin Xinyi Xu Alok Prakash Daniela Rus K. H. Low 36 2 0 22 May 2024
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 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 367 8,495 0 28 Jan 2022
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021