Paper Citation Record · LEDGER

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users

As of 19 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2509.09066.

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

pith.paper-citation-record.v1
2509.09066 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T19:46:41.592023Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a9729609-df10-401d-8e88-8f9e48deef18 · outbound

This paper cites A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.356183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee82dd0b-b421-4c8f-94cc-b7279095acf2 · outbound

This paper cites an unresolved cited work.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.361690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b95a12c-1d3b-4306-80ea-1b484d814adc · outbound

This paper cites Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.367232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 535f3f23-2972-4dd7-a59d-56f14d7a42d3 · outbound

This paper cites Machine Learning-Based Prediction of Metal-Organic Framework Materials: A Comparative Analysis of Multiple Models.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Machine Learning-Based Prediction of Metal-Organic Framework Materials: A Comparative Analysis of Multiple Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.372134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7de79aa0-7ad2-4052-8bfb-eb79596a73c8 · outbound

This paper cites Machine Learning based Enterprise Financial Audit Framework and High Risk Identification[J].

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Machine Learning based Enterprise Financial Audit Framework and High Risk Identification[J]

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.377055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dac3513a-0530-4248-aa81-846a62790e75 · outbound

This paper cites (2024, August).

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users (2024, August)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.384074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ec7402c-0a2e-4fe8-a56a-dc202a5a1357 · outbound

This paper cites An automatic patent literature retrieval system based on LLM-RAG.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users An automatic patent literature retrieval system based on LLM-RAG

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.388161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c072d82-c022-40c4-b712-c0e6b066092a · outbound

This paper cites an unresolved cited work.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.391745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a99aa8d8-60ae-4d74-86e4-a2cfbb3d2cd0 · outbound

This paper cites Dynamic Allocation Mechanism of Cloud Computing Resources Driven by Neural Network.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Dynamic Allocation Mechanism of Cloud Computing Resources Driven by Neural Network

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.395213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a2d8678-744e-481f-a02e-a3808b67795d · outbound

This paper cites Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.398759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cbd824d-d1f8-49d9-bbf7-4ae34dc2ad54 · outbound

This paper cites an unresolved cited work.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.402331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1abcc661-bef6-401e-bf67-7861fe2fa391 · outbound

This paper cites an unresolved cited work.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.406301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae54c0ed-7165-4d1e-aacd-7f89a03f4910 · outbound

This paper cites an unresolved cited work.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.410035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5eb39f-8bd7-45da-b643-85b184eba39a · outbound

This paper cites & Wang, X.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users & Wang, X

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.413575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7bd6588-b702-4b67-886c-2c62544b0b6d · outbound

This paper cites AR Overlay: Training Image Pose Estimation on Curved Surface in a Synthetic Way.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users AR Overlay: Training Image Pose Estimation on Curved Surface in a Synthetic Way

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.416989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a29363fa-ae0a-427b-85fa-dbbda3e95856 · outbound

This paper cites Tie memories to e- souvenirs:Personalized souvenirswithaugmentedrealityforinteractive learninginthemuseum.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Tie memories to e- souvenirs:Personalized souvenirswithaugmentedrealityforinteractive learninginthemuseum

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.421783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5042fe7f-1505-4ae4-9d45-c271d0d1a542 · outbound

This paper cites Recurrent neural network from adder’s perspective:Carry-lookaheadRNN.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Recurrent neural network from adder’s perspective:Carry-lookaheadRNN

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.426160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a104b5-a435-46bb-8329-8907b02c64e3 · outbound

This paper cites Rough set improved therapy-based metaverse assisting system.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Rough set improved therapy-based metaverse assisting system

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.431988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7ed422-8c3f-4f84-971f-a71a0286d9e4 · outbound

This paper cites Research on Splicing Image Detection Algorithms Based on Natural Image Statistical Characteristics.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Research on Splicing Image Detection Algorithms Based on Natural Image Statistical Characteristics

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.439373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e271bf1-4558-4c9b-9d8f-ff7f66650e5f · outbound

This paper cites Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.447390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e828dabf-443f-484e-8ae0-982db3533cdb · outbound

This paper cites Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.456017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76f265db-46e2-452c-bbd8-967fc5722143 · outbound

This paper cites Enhanced Recommendation Combining Collaborative Filtering and Large Language Models.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Enhanced Recommendation Combining Collaborative Filtering and Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.465794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9413481-bd59-446f-a781-649faab666ad · outbound

This paper cites Decodingstudentcognitiveabilities:acomparative study of explainable AI algorithms in educational data mining.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Decodingstudentcognitiveabilities:acomparative study of explainable AI algorithms in educational data mining

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.474536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e5bd490-1dd3-420c-930c-d6751186cfe5 · outbound

This paper cites Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.481942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbf72c0f-fa0d-4ca6-8744-9506b34e04fd · outbound

This paper cites RLHF Fine-Tuning of LLMs for Alignment with Implicit User Feedback in Conversational Recommenders.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users RLHF Fine-Tuning of LLMs for Alignment with Implicit User Feedback in Conversational Recommenders

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.489691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdedbeaa-aff2-4d7d-87bf-4ba829f5e718 · outbound

This paper cites Bideeplab: An improved lightweight multi-scale feature fusion deeplab algorithm for facial recognition on mobile devices[J].

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Bideeplab: An improved lightweight multi-scale feature fusion deeplab algorithm for facial recognition on mobile devices[J]

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.499048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 446364f2-7054-4f70-ac5e-6dafff26dd05 · outbound

This paper cites an unresolved cited work.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.516684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64438a9c-22b4-42ee-82f8-c709804ea80f · outbound

This paper cites Self-Supervised User Embedding Alignment for Cross-Domain Recommendations via Multi-LLM Co-Training.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Self-Supervised User Embedding Alignment for Cross-Domain Recommendations via Multi-LLM Co-Training

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.533961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 304e5980-4df1-4b05-8c38-56065e002e23 · outbound

This paper cites Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T19:46:41.592023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.