Large Language Models as Optimizers

7 September 2023

Papers citing "Large Language Models as Optimizers"

50 / 71 papers shown

Title
Uncertainty Profiles for LLMs: Uncertainty Source Decomposition and Adaptive Model-Metric Selection Pei-Fu Guo Yun-Da Tsai Shou-De Lin UD 36 0 0 12 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 46 0 0 07 May 2025
LLM-OptiRA: LLM-Driven Optimization of Resource Allocation for Non-Convex Problems in Wireless Communications Xinyue Peng Yanming Liu Yihan Cang Chaoqun Cao Ming Chen 40 0 0 04 May 2025
SAS-Prompt: Large Language Models as Numerical Optimizers for Robot Self-Improvement H. B. Amor L. Graesser Atil Iscen David B. DÁmbrosio Saminda Abeyruwan Alex Bewley Yifan Zhou Kamalesh Kalirathinam Swaroop Mishra Pannag R. Sanketi LLMAG LM&Ro LRM 102 0 0 29 Apr 2025
CAPO: Cost-Aware Prompt Optimization Tom Zehle Moritz Schlager Timo Heiß Matthias Feurer VLM 52 0 0 22 Apr 2025
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning Anja Surina Amin Mansouri Lars Quaedvlieg Amal Seddas Maryna Viazovska Emmanuel Abbe Çağlar Gülçehre 31 0 0 07 Apr 2025
Cognitive Prompts Using Guilford's Structure of Intellect Model Oliver Kramer LRM 37 0 0 27 Mar 2025
ProAPO: Progressively Automatic Prompt Optimization for Visual Classification Xiangyan Qu Gaopeng Gou Jiamin Zhuang Jing Yu Kun Song Qihao Wang Yili Li Gang Xiong VLM 75 0 0 13 Mar 2025
Combinatorial Optimization via LLM-driven Iterated Fine-tuning Pranjal Awasthi Sreenivas Gollapudi Ravi Kumar Kamesh Munagala 63 0 0 10 Mar 2025
Bandit-Based Prompt Design Strategy Selection Improves Prompt Optimizers Rin Ashizawa Yoichi Hirose Nozomu Yoshinari Kento Uchida Shinichi Shirakawa 61 0 0 03 Mar 2025
IGDA: Interactive Graph Discovery through Large Language Model Agents Alex Havrilla David Alvarez-Melis Nicolò Fusi AI4CE 40 0 0 24 Feb 2025
Towards Foundation Models for Mixed Integer Linear Programming Sirui Li Janardhan Kulkarni Ishai Menache Cathy Wu Beibin Li 55 3 0 24 Feb 2025
LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Yang Gao Hong Yang Y. Chen Junxian Wu Peng Zhang Haishuai Wang 41 0 0 12 Feb 2025
ARIES: Stimulating Self-Refinement of Large Language Models by Iterative Preference Optimization Yongcheng Zeng Xinyu Cui Xuanfa Jin Guoqing Liu Zexu Sun ... Dong Li Ning Yang Jianye Hao H. Zhang J. Wang LRM LLMAG 80 1 0 08 Feb 2025
Self-Supervised Prompt Optimization Jinyu Xiang Jiayi Zhang Zhaoyang Yu Fengwei Teng Jinhao Tu Xinbing Liang Sirui Hong Chenglin Wu Yuyu Luo OffRL LRM 66 5 0 07 Feb 2025
Irony Detection, Reasoning and Understanding in Zero-shot Learning Peiling Yi Yuhan Xia 54 0 0 28 Jan 2025
Language-Based Bayesian Optimization Research Assistant (BORA) A. Cissé Xenophon Evangelopoulos V. Gusev Andrew I. Cooper 41 0 0 28 Jan 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 64 12 0 28 Jan 2025
An Empirically-grounded tool for Automatic Prompt Linting and Repair: A Case Study on Bias, Vulnerability, and Optimization in Developer Prompts Dhia Elhaq Rzig Dhruba Jyoti Paul Kaiser Pister Jordan Henkel Foyzul Hassan 75 0 0 21 Jan 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 62 5 0 11 Jan 2025
MLLM-as-a-Judge for Image Safety without Human Labeling Zhenting Wang Shuming Hu Shiyu Zhao Xiaowen Lin F. Xu ... Nan Jiang Lingjuan Lyu Shiqing Ma Dimitris N. Metaxas Ankit Jain 102 1 0 31 Dec 2024
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners Weihao Zeng Yuzhen Huang Lulu Zhao Yijun Wang Zifei Shan Junxian He LRM 33 7 0 23 Dec 2024
ThreatModeling-LLM: Automating Threat Modeling using Large Language Models for Banking System Shuiqiao Yang Tingmin Wu Shigang Liu David D. Nguyen Seung Ick Jang A. Abuadbba 81 1 0 26 Nov 2024
Unlocking Historical Clinical Trial Data with ALIGN: A Compositional Large Language Model System for Medical Coding Nabeel Seedat Caterina Tozzi Andrea Hita Ardiaca M. Schaar James Weatherall Adam Taylor 111 0 0 20 Nov 2024
CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation Jie Liu Pan Zhou Yingjun Du Ah-Hwee Tan Cees G. M. Snoek J. Sonke E. Gavves LLMAG 29 1 0 07 Nov 2024
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Zeyuan Ma Hongshu Guo Yue-jiao Gong Jun Zhang Kay Chen Tan 98 2 0 01 Nov 2024
LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch Caigao Jiang Xiang Shu Hong Qian Xingyu Lu Jun-ping Zhou Aimin Zhou Yang Yu 34 1 0 17 Oct 2024
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 52 13 0 15 Oct 2024
Denial-of-Service Poisoning Attacks against Large Language Models Kuofeng Gao Tianyu Pang Chao Du Yong Yang Shu-Tao Xia Min-Bin Lin SILM AAML 54 4 0 14 Oct 2024
4-LEGS: 4D Language Embedded Gaussian Splatting Gal Fiebelman Tamir Cohen Ayellet Morgenstern Peter Hedman Hadar Averbuch-Elor 3DGS 41 1 0 14 Oct 2024
AgentSquare: Automatic LLM Agent Search in Modular Design Space Yu Shang Yu Li Keyu Zhao Likai Ma J. Liu Fengli Xu Yong Li LLMAG 42 9 0 08 Oct 2024
GLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models Muhammad Jehanzeb Mirza Mengjie Zhao Zhuoyuan Mao Sivan Doveh Wei Lin ... Yuki Mitsufuji Horst Possegger Rogerio Feris Leonid Karlinsky James Glass VLM 76 1 0 08 Oct 2024
Unlocking Structured Thinking in Language Models with Cognitive Prompting Oliver Kramer Jill Baumann ReLM LRM 16 3 0 03 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 32 33 0 23 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 114 79 0 18 Sep 2024
Cropper: Vision-Language Model for Image Cropping through In-Context Learning Seung Hyun Lee Junjie Ke Yinxiao Li Junfeng He Steven Hickson ... Irfan Essa Sangpil Kim Ming-Hsuan Yang Irfan Essa Feng Yang VLM 39 0 0 14 Aug 2024
DiffSG: A Generative Solver for Network Optimization with Diffusion Model Ruihuai Liang Bo Yang Zhiwen Yu Bin Guo Xuelin Cao Mérouane Debbah H. Vincent Poor Chau Yuen DiffM 39 5 0 13 Aug 2024
Prompt Selection Matters: Enhancing Text Annotations for Social Sciences with Large Language Models Louis Abraham Charles Arnal Antoine Marie 55 1 0 15 Jul 2024
On Speeding Up Language Model Evaluation Jin Peng Zhou Christian K. Belardi Ruihan Wu Travis Zhang Carla P. Gomes Wen Sun Kilian Q. Weinberger 48 1 0 08 Jul 2024
Few-shot Personalization of LLMs with Mis-aligned Responses Jaehyung Kim Yiming Yang 42 7 0 26 Jun 2024
Efficient Evolutionary Search Over Chemical Space with Large Language Models Haorui Wang Marta Skreta C. Ser Wenhao Gao Lingkai Kong ... Yanqiao Zhu Yuanqi Du Alán Aspuru-Guzik Kirill Neklyudov Chao Zhang 37 11 0 23 Jun 2024
LLM2FEA: Discover Novel Designs with Generative Evolutionary Multitasking Melvin Wong Jiao Liu Thiago Rios Stefan Menzel Yew-Soon Ong 40 2 0 21 Jun 2024
An Investigation of Prompt Variations for Zero-shot LLM-based Rankers Shuoqi Sun Shengyao Zhuang Shuai Wang Guido Zuccon 40 5 0 20 Jun 2024
Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study Hao Hao Xiaoqun Zhang Aimin Zhou ELM 29 9 0 15 Jun 2024
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 56 44 0 11 Jun 2024
Open-Endedness is Essential for Artificial Superhuman Intelligence Edward Hughes Michael Dennis Jack Parker-Holder Feryal M. P. Behbahani Aditi Mavalankar Yuge Shi Tom Schaul Tim Rocktaschel LRM 32 18 0 06 Jun 2024
Towards Hierarchical Multi-Agent Workflows for Zero-Shot Prompt Optimization Yuchi Liu Jaskirat Singh Gaowen Liu Ali Payani Liang Zheng LLMAG 74 4 0 30 May 2024
Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach Camilo Chacón Sartori Christian Blum Filippo Bistaffa Guillem Rodríguez Corominas AIFin 51 3 0 28 May 2024
Efficient multi-prompt evaluation of LLMs Felipe Maia Polo Ronald Xu Lucas Weber Mírian Silva Onkar Bhardwaj Leshem Choshen Allysson Flavio Melo de Oliveira Yuekai Sun Mikhail Yurochkin 37 17 0 27 May 2024
Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs Siyuan Guo Aniket Didolkar Nan Rosemary Ke Anirudh Goyal Ferenc Huszár Bernhard Schölkopf 37 3 0 24 May 2024