Paper Citation Record · LEDGER

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2607.17708.

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

pith.paper-citation-record.v1
2607.17708 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T17:18:10.990898Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e9a4681a-71f2-4563-924b-fab34d602d77 · outbound

This paper cites We evaluate intervals of250,500, and750epochs on 50-node multi-task VRPs using the same LaT-POMO-MTL backbone, training configuration, and evaluation protocol.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers We evaluate intervals of250,500, and750epochs on 50-node multi-task VRPs using the same LaT-POMO-MTL backbone, training configuration, and evaluation protocol

Reference 1

Resolution: malformed identifier; no resolver link, observed 2026-08-01T17:18:10.905490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39d5095d-bc73-48d2-8154-90093ed32f2d · outbound

This paper cites Bridging Large Language Models and Optimization: A Unified Framework for Text-attributed Combinatorial Optimization.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Bridging Large Language Models and Optimization: A Unified Framework for Text-attributed Combinatorial Optimization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.501483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d4dfcbe-e0da-494f-be00-41dd948d1f3e · outbound

This paper cites An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.677845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0867b3c3-20f2-44ae-9608-ea6f687cb4ee · outbound

This paper cites Multi-task learning for routing problem with cross-problem zero-shot generalization.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Multi-task learning for routing problem with cross-problem zero-shot generalization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.929618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30dc808d-9656-4431-bee4-025dd39d4f47 · outbound

This paper cites an unresolved cited work.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:10.492221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e00760ae-618d-43db-896c-1f53fe810244 · outbound

This paper cites LaT retains the backbone operations described below and adds a lightweight side branch to the outputh ℓ i of each encoder layer.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers LaT retains the backbone operations described below and adds a lightweight side branch to the outputh ℓ i of each encoder layer

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:10.766310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57ad188-7d83-4299-8c36-3cd388b6a734 · outbound

This paper cites The best results are shown in bold.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers The best results are shown in bold

Reference 100

Resolution: malformed identifier; no resolver link, observed 2026-08-01T17:18:10.990898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08bf70f7-c4a4-49af-8a76-91565f829149 · outbound

This paper cites On First-Order Meta-Learning Algorithms.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers On First-Order Meta-Learning Algorithms

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:10.035556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba84b00-3612-42c5-aafd-2393ae889cad · outbound

This paper cites Konstantakopoulos, Sotiris P.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Konstantakopoulos, Sotiris P

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.824448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bb19405-778e-4cf1-98f3-b8d410e9a99d · outbound

This paper cites Large language models as optimizers.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Large language models as optimizers

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:10.172654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7b242d8-17c6-43cd-827b-2212ecd85a43 · outbound

This paper cites Neural large neighborhood search for the capacitated vehicle routing problem.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Neural large neighborhood search for the capacitated vehicle routing problem

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.299755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 693175d1-7662-460d-ab8e-9dc3e5441031 · outbound

This paper cites Aligning llms with graph neural solvers for combinatorial optimization.arXiv preprint arXiv:2603.27169,.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Aligning llms with graph neural solvers for combinatorial optimization.arXiv preprint arXiv:2603.27169,

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.196142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41d0f356-214f-4d41-a161-f9fc718f41e3 · outbound

This paper cites Learning to Solve Vehicle Routing Problems with Time Windows through Joint Attention.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Learning to Solve Vehicle Routing Problems with Time Windows through Joint Attention

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:09.121874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b715863e-6b27-4f1b-937e-ec63c3a52819 · outbound

This paper cites UniCO: Towards a Unified Model for Combinatorial Optimization Problems.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers UniCO: Towards a Unified Model for Combinatorial Optimization Problems

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:10.335307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a4f40f4-c994-4a3c-970a-ad3dad13af40 · outbound

This paper cites Its variation should therefore not be interpreted as a decision made by the LLM.

LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers Its variation should therefore not be interpreted as a decision made by the LLM

Reference 4501

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:10.608789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.