Cover Image

Reflection-Enhanced Meta-Optimization Integrating TextGrad-style Prompt Optimization with Memory-Driven Self-Evolution

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Chunlong, Qu, Zhibo
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TextGrad: Automatic "Differentiation" via Text
by: Yuksekgonul, Mert, et al.
Published: (2024)

Meta-Policy Reflexion: Reusable Reflective Memory and Rule Admissibility for Resource-Efficient LLM Agent
by: Wu, Chunlong, et al.
Published: (2025)

TextualVerifier: Verify TextGrad Step-by-Step
by: Situmorang, Eugenius Mario, et al.
Published: (2025)

Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization
by: Liu, Shiyan, et al.
Published: (2026)

Batch-Instructed Gradient for Prompt Evolution:Systematic Prompt Optimization for Enhanced Text-to-Image Synthesis
by: Yang, Xinrui, et al.
Published: (2024)

Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation
by: Qin, Qitao, et al.
Published: (2025)

NeuroPrompts: An Adaptive Framework to Optimize Prompts for Text-to-Image Generation
by: Rosenman, Shachar, et al.
Published: (2023)

Self-Supervised Prompt Optimization
by: Xiang, Jinyu, et al.
Published: (2025)

Learn Like Humans: Use Meta-cognitive Reflection for Efficient Self-Improvement
by: Hou, Xinmeng, et al.
Published: (2026)

System Prompt Optimization with Meta-Learning
by: Choi, Yumin, et al.
Published: (2025)

Enhancing Text Annotation through Rationale-Driven Collaborative Few-Shot Prompting
by: Wu, Jianfei, et al.
Published: (2024)

Enhancing LLM Instruction Following: An Evaluation-Driven Multi-Agentic Workflow for Prompt Instructions Optimization
by: Purpura, Alberto, et al.
Published: (2026)

Reflective Policy Optimization
by: Gan, Yaozhong, et al.
Published: (2024)

Error-Driven Prompt Optimization for Arithmetic Reasoning
by: Pándy, Árpád, et al.
Published: (2025)

PromptSculptor: Multi-Agent Based Text-to-Image Prompt Optimization
by: Xiang, Dawei, et al.
Published: (2025)

Reflect-Guard: Enhancing LLM Safeguards against Adversarial Prompts via Logical Self-Reflection
by: Lin, Lixing, et al.
Published: (2026)

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization
by: Cao, Zouying, et al.
Published: (2025)

AlphaGrad: Non-Linear Gradient Normalization Optimizer
by: Sane, Soham
Published: (2025)

GradMetaNet: An Equivariant Architecture for Learning on Gradients
by: Gelberg, Yoav, et al.
Published: (2025)

Towards Stepwise Domain Knowledge-Driven Reasoning Optimization and Reflection Improvement
by: Liu, Chengyuan, et al.
Published: (2025)

Tuning LLM-based Code Optimization via Meta-Prompting: An Industrial Perspective
by: Gong, Jingzhi, et al.
Published: (2025)

Dynamic Prompt Optimizing for Text-to-Image Generation
by: Mo, Wenyi, et al.
Published: (2024)

ReflectEvo: Improving Meta Introspection of Small LLMs by Learning Self-Reflection
by: Li, Jiaqi, et al.
Published: (2025)

Optimizing Negative Prompts for Enhanced Aesthetics and Fidelity in Text-To-Image Generation
by: Ogezi, Michael, et al.
Published: (2024)

RefPentester: A Knowledge-Informed Self-Reflective Penetration Testing Framework Based on Large Language Models
by: Dai, Hanzheng, et al.
Published: (2025)

Memory-Driven Metaheuristics: Improving Optimization Performance
by: Farahmand-Tabar, Salar
Published: (2024)

JTPRO: A Joint Tool-Prompt Reflective Optimization Framework for Language Agents
by: Ghoshal, Sandip, et al.
Published: (2026)

From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection
by: Wang, Luzhi, et al.
Published: (2026)

GeM-EA: A Generative and Meta-learning Enhanced Evolutionary Algorithm for Streaming Data-Driven Optimization
by: Wu, Yue, et al.
Published: (2026)

Localized Zeroth-Order Prompt Optimization
by: Hu, Wenyang, et al.
Published: (2024)

MemPO: Self-Memory Policy Optimization for Long-Horizon Agents
by: Li, Ruoran, et al.
Published: (2026)

Reflective Preference Optimization (RPO): Enhancing On-Policy Alignment via Hint-Guided Reflection
by: Zhao, Zihui, et al.
Published: (2025)

POEM: Interactive Prompt Optimization for Enhancing Multimodal Reasoning of Large Language Models
by: He, Jianben, et al.
Published: (2024)

Escher-Loop: Mutual Evolution by Closed-Loop Self-Referential Optimization
by: Liu, Ziyang, et al.
Published: (2026)

SCOPE: Prompt Evolution for Enhancing Agent Effectiveness
by: Pei, Zehua, et al.
Published: (2025)

InSPO: Unlocking Intrinsic Self-Reflection for LLM Preference Optimization
by: Li, Yu, et al.
Published: (2025)

AI-Driven Scholarly Peer Review via Persistent Workflow Prompting, Meta-Prompting, and Meta-Reasoning
by: Markhasin, Evgeny
Published: (2025)

Text2Grad: Reinforcement Learning from Natural Language Feedback
by: Wang, Hanyang, et al.
Published: (2025)

GraphiT: Efficient Node Classification on Text-Attributed Graphs with Prompt Optimized LLMs
by: Khoshraftar, Shima, et al.
Published: (2025)

Meta-Memory: Retrieving and Integrating Semantic-Spatial Memories for Robot Spatial Reasoning
by: Mao, Yufan, et al.
Published: (2025)