Paper Citation Record · LEDGER

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation

As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2607.25420.

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

pith.paper-citation-record.v1
2607.25420 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:32:34.859766Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 008430fb-2fbd-4cad-bb58-6f74668cbfe1 · outbound

This paper cites Neural col- laborative filtering,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Neural col- laborative filtering,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.047940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5246ddcb-5b65-432f-948c-6388dd7390a6 · outbound

This paper cites Self-attentive sequential recommenda- tion,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Self-attentive sequential recommenda- tion,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.142225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0fd87e1-3a6d-4819-9c15-719a04757929 · outbound

This paper cites The role of multimodal generative ai in older adults’ health management: Systematic scoping review,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation The role of multimodal generative ai in older adults’ health management: Systematic scoping review,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.286857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ba42f9-5ae4-41a0-9c6b-e6c21c33e213 · outbound

This paper cites Exploring the application boundaries of llms in mental health: A systematic scoping review,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Exploring the application boundaries of llms in mental health: A systematic scoping review,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.401581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83af139d-e81d-4c73-a821-997e46b9718f · outbound

This paper cites AI for Auto-Research: Roadmap & User Guide.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation AI for Auto-Research: Roadmap & User Guide

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.534015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f5ec735-3c1e-4ceb-aa2e-564b1f097be6 · outbound

This paper cites Masked Generative Transformer Is What You Need for Image Editing.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Masked Generative Transformer Is What You Need for Image Editing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.610417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a48e775-3796-443c-93e3-8fae2b827e9e · outbound

This paper cites Mmrec: Llm based multi-modal recommender system,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Mmrec: Llm based multi-modal recommender system,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.686665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a0338aa-1655-48b8-9407-93bcda84fbcd · outbound

This paper cites Tallrec: An effective and efficient tuning framework to align large language model with recommendation,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Tallrec: An effective and efficient tuning framework to align large language model with recommendation,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.778473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9586fed7-ddf3-4006-8ff9-dd0ce909f855 · outbound

This paper cites Deep interest network for click-through rate prediction,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Deep interest network for click-through rate prediction,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.888069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d3bd814-60ba-40f0-ae23-306b147569f0 · outbound

This paper cites Recommender for Its Purpose: Repeat and Exploration in Food Delivery Recommendations.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Recommender for Its Purpose: Repeat and Exploration in Food Delivery Recommendations

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.996138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb3b91cb-6660-44b2-a1d1-20acb23823bf · outbound

This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.073512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fffa8139-bf47-406f-b464-3e4a7cf027d4 · outbound

This paper cites Data Imputation using Large Language Model to Accelerate Recommendation System.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Data Imputation using Large Language Model to Accelerate Recommendation System

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.203813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation accda185-af1a-456d-b03c-b4fd1f009df3 · outbound

This paper cites On generative agents in recommendation,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation On generative agents in recommendation,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.296805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20cfd852-6bd7-4fe9-ab84-eb6fc4821693 · outbound

This paper cites Macrec: A multi- agent collaboration framework for recommendation,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Macrec: A multi- agent collaboration framework for recommendation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.390258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5fd38c8-2284-47cd-8382-64747ca5876d · outbound

This paper cites Lightgcn: Simplifying and powering graph convolution network for recommenda- tion,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Lightgcn: Simplifying and powering graph convolution network for recommenda- tion,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.488607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f678c2f3-d32f-4815-b9c6-5494dbca2fa4 · outbound

This paper cites Large Scale Product Graph Construction for Recommendation in E-commerce.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Large Scale Product Graph Construction for Recommendation in E-commerce

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.578429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c92e5998-53a6-4b9b-baf1-666ba11b2f43 · outbound

This paper cites Does tone change the answer? evaluating prompt politeness effects on modern llms: Gpt, gemini, llama,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Does tone change the answer? evaluating prompt politeness effects on modern llms: Gpt, gemini, llama,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.661446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 365136dd-4aec-440e-9911-99be3e89e2c0 · outbound

This paper cites Delivery hero recommendation dataset: A novel dataset for benchmarking recommen- dation algorithms,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Delivery hero recommendation dataset: A novel dataset for benchmarking recommen- dation algorithms,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.726400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dca6ed7c-6ab5-4be9-9a6d-86a0ce348a2e · outbound

This paper cites Reasoning or retrieval? a study of answer attribution on large reasoning models,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Reasoning or retrieval? a study of answer attribution on large reasoning models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.796087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e319b41a-8c44-4d5b-8d4b-8b97528e128b · outbound

This paper cites Task-specific efficiency analysis: When small language models outperform large language mod- els,.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Task-specific efficiency analysis: When small language models outperform large language mod- els,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:34.859766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.