Pith. sign in

Paper Citation Record · LEDGER

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem

As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2505.21887.

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

pith.paper-citation-record.v1
2505.21887 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:24:19.452942Z

measured 31 of 31 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-02T08:45:04.024510Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T08:46:48.552369Z

Reference resolution

30 of 30 outbound references displayed

  • verified exact1
  • verified fuzzy24
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ed635ab9-af82-43ce-89b6-1dbce192d253 · outbound

This paper cites Models and algorithms for stochastic and robust vehicle routing with deadlines.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Models and algorithms for stochastic and robust vehicle routing with deadlines

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:24.433340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.246967Z digest=sha256:22dec4ec98c253a7bd9c0a57a36617b37ee34ec0c35296e1f1ff057bb310d3c6

Observation 91701fb1-4441-4d96-8638-423403cc7778 · outbound

This paper cites an unresolved cited work.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:24:24.284280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.319870Z digest=sha256:a96abc725338c7b89a1dd32deeb9a73df47697e5f48a2e412e5f8ff3523ae06f

Observation a20867a5-ae16-4abd-a5bf-6e0c5e1250ff · outbound

This paper cites Scenario-based planning for partially dynamic vehicle routing with stochastic customers.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Scenario-based planning for partially dynamic vehicle routing with stochastic customers

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:24.123335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.420890Z digest=sha256:676b67a8306c5b89db99bf64f64271785a195e48f25031943da6ab190419bd68

Observation 723e4d9b-e6e1-47a2-aeb2-32b83eb5d8bd · outbound

This paper cites Berto, C.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Berto, C

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:23.992310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.525587Z digest=sha256:6c07a4b2d3aeacc21a8c50bb1b731e4e5bf9fb2efca9223736d79f60c1e0637c

Observation ebad869b-9b59-4d7a-b911-1d8bd6a177dd · outbound

This paper cites Bertsimas, Patrick Jaillet, and Amedeo R.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Bertsimas, Patrick Jaillet, and Amedeo R

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:23.830291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.598758Z digest=sha256:549eea5ad42ca6218e11cd590ea71277977dc9f22bc32b0d6495dee64966f30d

Observation 6b093ed6-e1e0-4488-9eba-284f05aba141 · outbound

This paper cites Reliability of travel times: A stochastic modeling approach.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Reliability of travel times: A stochastic modeling approach

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:23.672726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.668180Z digest=sha256:22a546bbea1ecc869ba1f18d49e4d5d47f848c668f38c5e13433ee97679e5827

Observation e1824efe-a087-4ecd-87dc-800ec5c00af0 · outbound

This paper cites Chepuri and T.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Chepuri and T

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:23.509948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.752596Z digest=sha256:6595143ee1f400abc50b04400aab72e2b1c006cce82ae5364aebf5a8e15405b1

Observation 1885040e-19ad-4802-93b5-8235916bdf5e · outbound

This paper cites The truck dispatching problem.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem The truck dispatching problem

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:23.281148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.858366Z digest=sha256:eddd470f67faf7ce196e5cdae92b4c7d4dbe64a5040c720bcd767bdc89b69e93

Observation 721b7da5-7306-42ce-9b0d-5b3fcc0c7433 · outbound

This paper cites Vehicle routing with stochastic demands: Properties and solution frameworks.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Vehicle routing with stochastic demands: Properties and solution frameworks

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:22.960158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:17.916184Z digest=sha256:f8da8da454744f2aeef31f76c00871097901424fadbfebcd0d1b6f8ffe07a73c

Observation 76e950d4-8035-46a8-af0a-a3b70549d9bd · outbound

This paper cites Fedex residential delivery options whitepaper.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Fedex residential delivery options whitepaper

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:22.560202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.001560Z digest=sha256:f62a35920e83deee6a3912859549dbdda0d2834be2c07d4eb7e2437264e898a0

Observation 27211c81-c353-4d12-a3fa-1f6f93a56c89 · outbound

This paper cites Stochastic vehicle routing.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Stochastic vehicle routing

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:22.291538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.067690Z digest=sha256:5dd3a03f26cbb1fb2dff4b9ee78434ca1787d4b7bfd38bff591f8c35aaafbb3f

Observation f167ed3a-7dcb-4afa-a24a-cac6c1624dc5 · outbound

This paper cites A tabu search heuristic for the vehicle routing problem with stochastic demands and customers.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem A tabu search heuristic for the vehicle routing problem with stochastic demands and customers

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:21.995059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.138497Z digest=sha256:3f94393083a433983fd48b9674c38e6fc94f6e10701a5cade0b25f48ebffc619

Observation 204b35dc-1264-42ed-bc50-60eeabaf5380 · outbound

This paper cites Stochastic vehicle routing.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Stochastic vehicle routing

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:21.766043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.213272Z digest=sha256:e15e9510263bc7c2be3829edc977d1251fd0b57c94cc1bd2ca34fbf26ee7cfbb

Observation 4781318e-d460-447f-9e42-b377b920832b · outbound

This paper cites Solving a dynamic and stochastic vehicle routing problem with a sample scenario hedging heuristic.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Solving a dynamic and stochastic vehicle routing problem with a sample scenario hedging heuristic

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:21.500138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.311684Z digest=sha256:cd159a8ce2a6c55660a75aed989d6a78bcb53e77dec6d8e1ea5f08c6e6244417

Observation 61688afc-bfd8-4b10-91f7-153e61c27c78 · outbound

This paper cites Attention, Learn to Solve Routing Problems!.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Attention, Learn to Solve Routing Problems!

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T13:24:18.385140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:24:18.385140Z digest=sha256:71694975825036eb898693dcedc9910b382d0a2ce9b7ffa48a9eab765e874210

Observation f04c4770-09d2-493d-afc8-31db8de42f31 · outbound

This paper cites Attention, learn to solve routing problems! International Conference on Learning Representations (ICLR), 2019.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Attention, learn to solve routing problems! International Conference on Learning Representations (ICLR), 2019

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:21.248408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.460993Z digest=sha256:6f0e2b3ffc30166efb8acb27848cf77e431a27e8179ceb8d93deb64cb1592226

Observation 1bec6409-182b-4de0-85e2-5f35fdf7c026 · outbound

This paper cites Pomo: Policy optimization with multiple optima for reinforcement learning.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Pomo: Policy optimization with multiple optima for reinforcement learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T13:24:18.535491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:24:18.535491Z digest=sha256:78ca268a6defb1979927573b73dc69af77ae234ef774a655555fb3086ba7eaec

Observation 0fce22d9-bab8-484f-8f15-40c26dcb0727 · outbound

This paper cites Louveaux, and Hélène Mercure.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Louveaux, and Hélène Mercure

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:21.077718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.605138Z digest=sha256:e97bfff64f72ddf56269a1cefe6b1c41eea417020c856858cd7ab5f627ed448e

Observation fb07e573-733f-45c3-a4f4-fca0a86ec11a · outbound

This paper cites Modeling travel time variability with lognormal distribu- tion.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Modeling travel time variability with lognormal distribu- tion

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.952741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.679739Z digest=sha256:fa3244f818c55ee97bc54091880e1b4940f56a70305222055d8ee15366fc63fe

Observation 35714f1a-97e4-4ebd-b067-4277e07f900d · outbound

This paper cites Customer preferences in last-mile deliveries: Flexible windows and urban density effects.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Customer preferences in last-mile deliveries: Flexible windows and urban density effects

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.832655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.762834Z digest=sha256:c0d015063c2c0e770a8f76cd724a56e42a900098a4a3d29a0b379d80c10cca9e

Observation 449efb37-b76c-4df6-9559-6add9515054e · outbound

This paper cites Reinforcement learning for solving the vehicle routing problem.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Reinforcement learning for solving the vehicle routing problem

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.694874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.824918Z digest=sha256:682d1b43bfdc2376158d023d186af6534e19f1f153ea2c6e1ff562138a664820

Observation d4d6e6fc-b457-4110-992d-f60aa8d732d0 · outbound

This paper cites Woodruff.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Woodruff

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.540063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.905185Z digest=sha256:8d54cb7f1cff6cc5fefae6d86d6fd8a26eba3045f2c9a23d5a5fb6c5b78ac562

Observation 02e23a82-814e-461c-bf0b-8ca6cbcd1685 · outbound

This paper cites The stochastic vehicle routing problem: A literature review, part i: Models.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem The stochastic vehicle routing problem: A literature review, part i: Models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.410994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:18.956321Z digest=sha256:90132198b8fab2b3682cbea01c0e273071cf4e07bf125b68323ec1deca43d95c

Observation 20c34731-15f4-4c33-abec-dd1837a0df4f · outbound

This paper cites Adaptive Memory Procedure for Solving Real-world Vehicle Routing Problem.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Adaptive Memory Procedure for Solving Real-world Vehicle Routing Problem

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:24:19.630682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:19.067066Z digest=sha256:019db2abbc4052ca93e313711f577652a6f3b0c61842d569e3e155cb82de1e7b

Observation e6d88886-abd0-4651-904b-498236ee8364 · outbound

This paper cites an unresolved cited work.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T13:24:19.117602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:24:19.117602Z digest=sha256:84da24d0a81bd7b0ea7dcadafa0785bd04c5ec32c40ce5b82ce6b3de9d7615ad

Observation 7cc91e66-6a66-4113-af06-4a0c865de960 · outbound

This paper cites 2021 urban mobility report.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem 2021 urban mobility report

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.290915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:19.174823Z digest=sha256:6ad5c0502551ad59a27d5ca4bf8b5e1d101605cd6d66168f75111bbd24d6483e

Observation e6ba4ef1-71ed-4939-8a9e-6e9f8cbb1fb5 · outbound

This paper cites Department of Transportation.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Department of Transportation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.173015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:19.230943Z digest=sha256:7318b186e817b6effb52a0ea93702896bc31cce34c2851801142ca46c3910554

Observation 2c26b71c-2145-434b-a681-9ace8059b096 · outbound

This paper cites Attended home deliveries: Preferences and behavioral patterns.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Attended home deliveries: Preferences and behavioral patterns

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:20.027152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:19.296464Z digest=sha256:458d03263f50a6945071c9b36ea5a109e630a4c4b0b7d022934863953b147139

Observation ae38f2a8-952a-407e-9c36-ba6329bdbeb4 · outbound

This paper cites Simple statistical gradient-following algorithms for connectionist reinforce- ment learning.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Simple statistical gradient-following algorithms for connectionist reinforce- ment learning

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:24:19.906212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:19.367131Z digest=sha256:e9a9a18ca8fd39a7608560167c98df29d51482751e118741ef22bb8d56e4e2f9

Observation 2324c511-244e-4d5e-9c14-7818c83b339e · outbound

This paper cites Reinforced lin– kernighan–helsgaun algorithms for the traveling salesman problems.

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem Reinforced lin– kernighan–helsgaun algorithms for the traveling salesman problems

Reference 31

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T13:24:19.749354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:24:19.452942Z digest=sha256:c6ac1176dd0ce6ea211ba4531fb52b75ba1291d405f71995fcc4133c05e84cb4

Pith citing papers

Observation 99d75645-1809-4a8a-8c97-b9f7597ed23e · inbound

Vehicle Routing Problem Meets Large Language Models: An Overview and Perspectives cites this paper.

Vehicle Routing Problem Meets Large Language Models: An Overview and Perspectives SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem

Reference 93

Resolution
verified exact
arxiv_id, observed 2026-07-02T08:46:48.553781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-02T08:45:04.024510Z digest=sha256:15908311381e40646abf1784d71603e82d241b11bae1d3234095c401e1d2dd64