Paper Citation Record · LEDGER

Meta-Prompt Optimization for LLM-Based Sequential Decision Making

As of 10 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2502.00728.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.00728 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T18:00:22.243698Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:22:25.370012Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-20T19:08:53.951599Z

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy4
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af21dd5b-02d6-43f6-8c9d-181a57701e23 · outbound

This paper cites A Survey on Data Selection for Language Models.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making A Survey on Data Selection for Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.119847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 462f690f-de3f-43a1-971b-d5307930b9d7 · outbound

This paper cites 3.2, there are two major differences compared to the way in which our EXPO algorithm optimizes the task description and meta-instruction (Algo.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making 3.2, there are two major differences compared to the way in which our EXPO algorithm optimizes the task description and meta-instruction (Algo

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:00:23.353314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9359591a-19dd-43a1-b28f-42ead42bd4af · outbound

This paper cites Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.135311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd1a4c34-747c-4588-85a7-88626223d23c · outbound

This paper cites In-context Exploration-Exploitation for Reinforcement Learning.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making In-context Exploration-Exploitation for Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.140133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 654bebc2-e3da-48c5-a748-d3d4e50ee02e · outbound

This paper cites Ambiguity-Aware In-Context Learning with Large Language Models.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Ambiguity-Aware In-Context Learning with Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.150366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eceadef-b432-4c94-af6d-1a2370874ca4 · outbound

This paper cites Task Facet Learning: A Structured Approach to Prompt Optimization.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Task Facet Learning: A Structured Approach to Prompt Optimization

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-09T18:00:23.182415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c285bda6-aaf2-44ec-b807-bf17045ea1ae · outbound

This paper cites an unresolved cited work.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:00:23.339018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ff14cd29-9328-44eb-87b2-62ad0667ac1a · outbound

This paper cites Can large language models explore in-context?.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Can large language models explore in-context?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.163766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb9eb3b4-3c5e-4249-ae6f-3d199b64e5bb · outbound

This paper cites The texts we have modified are highlighted in red.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making The texts we have modified are highlighted in red

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:00:23.324953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9b2461c9-9827-4a92-aa5a-38452fb26acb · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making AgentBench: Evaluating LLMs as Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.173010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc5a2ef-5aef-4f63-92dd-903ee2cf5cfc · outbound

This paper cites P., Xie, Q., and Nowak, R.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making P., Xie, Q., and Nowak, R

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.177654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fb9a376-1f31-46f4-8570-bf2bd42546a8 · outbound

This paper cites In-context Example Selection with Influences.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making In-context Example Selection with Influences

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.181850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f5dde57-31f6-4e41-bdf7-e4b1d6d36c36 · outbound

This paper cites Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.186149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 784bf2ce-e540-4eed-957f-ceb6b1fe9cba · outbound

This paper cites Hyperband-based Bayesian Optimization for Black-box Prompt Selection.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Hyperband-based Bayesian Optimization for Black-box Prompt Selection

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.190454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c6afe2-3a42-4875-a0c0-26ca0322022e · outbound

This paper cites Efficient Prompt Optimization Through the Lens of Best Arm Identification.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Efficient Prompt Optimization Through the Lens of Best Arm Identification

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.194703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0a90b81-627e-42c7-b363-c5761d2ae73b · outbound

This paper cites Transformers Can Learn Temporal Difference Methods for In-Context Reinforcement Learning.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Transformers Can Learn Temporal Difference Methods for In-Context Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.203334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee64b18d-af2c-4530-8083-d969a5375018 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.207860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed582d5-f821-472c-ad03-5c6ff4c80787 · outbound

This paper cites AgentGym: Evolving Large Language Model-based Agents across Diverse Environments.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.211991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da3d5e68-d7d4-4ad2-89cb-67ae10560aa3 · outbound

This paper cites Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.216200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7242a53b-f5cf-48fb-99d8-336053bdde34 · outbound

This paper cites Unlock- ing black-box prompt tuning efficiency via zeroth-order optimization.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Unlock- ing black-box prompt tuning efficiency via zeroth-order optimization

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:00:23.368742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b5e3e55-8000-4d4f-8427-1f81d90481f0 · outbound

This paper cites The different components in the prompt are explained in detail in App.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making The different components in the prompt are explained in detail in App

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:00:23.310890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 754201a6-4ff8-495f-818b-5b3206d925dd · outbound

This paper cites an unresolved cited work.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:00:23.296169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80a28cc4-8303-444d-b549-dfc0310ba3c0 · outbound

This paper cites PRewrite: Prompt Rewriting with Reinforcement Learning.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making PRewrite: Prompt Rewriting with Reinforcement Learning

Reference 1995

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.159425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 352d58f4-4954-4d01-9453-d9f5a2d16eba · outbound

This paper cites Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.199016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0f5423e-9fe3-47f0-8768-6d997c86d5ad · outbound

This paper cites Prompt Optimization with Human Feedback.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Prompt Optimization with Human Feedback

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.168152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d270bcf-542e-4ff5-92df-397c10ffe41f · outbound

This paper cites Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.145044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b52bdfb2-11c0-46d3-b3f9-7803b343a3a7 · outbound

This paper cites Efficient Sequential Decision Making with Large Language Models.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making Efficient Sequential Decision Making with Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.125335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75df76e5-3748-4981-8f55-a211fb62f66d · outbound

This paper cites InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models.

Meta-Prompt Optimization for LLM-Based Sequential Decision Making InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T18:00:22.130184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 217ebc3a-46c6-4f14-ba92-3dc281c7eb16 · inbound

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks cites this paper.

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks Meta-Prompt Optimization for LLM-Based Sequential Decision Making

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T19:22:25.370012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f2cfcd6-14b5-451b-b840-9da92574f633 · inbound

ALSO: Adversarial Online Strategy Optimization for Social Agents cites this paper.

ALSO: Adversarial Online Strategy Optimization for Social Agents Meta-Prompt Optimization for LLM-Based Sequential Decision Making

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:08:53.953119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.