Paper Citation Record · LEDGER

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2502.10233.

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

pith.paper-citation-record.v1
2502.10233 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:00:14.028632Z

measured 30 of 30 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 2026-08-07T11:22:02.920888Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T11:22:05.419516Z

Reference resolution

29 of 29 outbound references displayed

verified exact3
verified fuzzy14
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cdad1c57-cd50-44a4-8589-90ecd9fa1f35 · outbound

This paper cites Layer Normalization.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Layer Normalization

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.900865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 074b463a-14db-463d-b1cf-64dbb3afe141 · outbound

This paper cites arXiv preprint arXiv:2409.03811 (2024).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding arXiv preprint arXiv:2409.03811 (2024)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.905962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3691a9cd-791f-4cc4-bcaa-b0b353b5cceb · outbound

This paper cites RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.910344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2e85227-84c4-4ff7-8e7a-00f4863f7fc3 · outbound

This paper cites European Journal of Operational Re- search 262(2), 550–562 (2017).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding European Journal of Operational Re- search 262(2), 550–562 (2017)

Reference 4

Resolution: verified exact; doi, observed 2026-08-07T19:00:14.113743Z

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.

Observation 2c455bc1-ad31-4b02-95a7-a0b167af67ec · outbound

This paper cites Self-Labeling the Job Shop Scheduling Problem.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Self-Labeling the Job Shop Scheduling Problem

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T19:00:14.150164Z

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.

Observation fbcc8923-cbea-4829-a5d8-d6f20c2db634 · outbound

This paper cites European Journal of Operational Research105(1), 1–17 (Feb 1998).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding European Journal of Operational Research105(1), 1–17 (Feb 1998)

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T19:00:14.098646Z

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.

Observation 61aa6365-6406-426d-bf45-7d5c7bab3295 · outbound

This paper cites https://doi.org/10.1016/j.ejor.2006.07.009.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding https://doi.org/10.1016/j.ejor.2006.07.009

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.930815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 834f4964-5022-41b1-a3ad-c372a8773437 · outbound

This paper cites an unresolved cited work.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T19:00:14.541216Z

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.

Observation 52c2cbd3-53af-4737-ab5e-3d05c7ffcdeb · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Gaussian Error Linear Units (GELUs)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.938923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9752e5c7-04bb-4ca7-acf3-3fb0b2dc6fb6 · outbound

This paper cites In: Advances in Neural Information Processing Systems (2022).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Advances in Neural Information Processing Systems (2022)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.526060Z

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.

Observation 61e87b89-2ccc-4da5-b5c3-2f0aa5437cdb · outbound

This paper cites net/forum?id=ByxBFsRqYm Hierarchical and Parallel Decoding for Picker-Routing 15.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding net/forum?id=ByxBFsRqYm Hierarchical and Parallel Decoding for Picker-Routing 15

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.512513Z

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.

Observation b489fa7f-79c4-4c0e-b9c1-2ecf8c3f237d · outbound

This paper cites an unresolved cited work.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T19:00:14.497958Z

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.

Observation e79c385c-e597-42f8-9ad2-cf08d972fbfb · outbound

This paper cites Advances in Neural Information Processing Systems33, 21188–21198 (2020).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Advances in Neural Information Processing Systems33, 21188–21198 (2020)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.954783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d951846-93c7-45c8-a350-76ab8672bf66 · outbound

This paper cites In: Larochelle, H., Ran- zato, M., Hadsell, R., Balcan, M., Lin, H.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Larochelle, H., Ran- zato, M., Hadsell, R., Balcan, M., Lin, H

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.474654Z

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.

Observation 1bb1dc86-a34f-4165-9fa0-0fbd8795dfc4 · outbound

This paper cites In: Advances in Neural Informa- tion Processing Systems.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Advances in Neural Informa- tion Processing Systems

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.460198Z

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.

Observation 950b9a33-4552-4fde-9690-c806be89ef62 · outbound

This paper cites In: Advances in Neural Informa- tion Processing Systems.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Advances in Neural Informa- tion Processing Systems

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.445202Z

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.

Observation 009df0b7-75d4-4e3a-92a3-95298462d6c1 · outbound

This paper cites In: Proceedings of the 23rd International Conference on Autonomous Agents and Mul- tiagent Systems.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Proceedings of the 23rd International Conference on Autonomous Agents and Mul- tiagent Systems

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.428620Z

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.

Observation 9ef4a717-9589-4319-b667-954b6d946193 · outbound

This paper cites In: Pro- ceedings of the International Conference on Automated Planning and Scheduling.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Pro- ceedings of the International Conference on Automated Planning and Scheduling

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.413964Z

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.

Observation 16672d18-db8d-4c5d-9d1f-7f54b8ae3b56 · outbound

This paper cites Transactions on Machine Learning Research (2024).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Transactions on Machine Learning Research (2024)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.398871Z

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.

Observation 6b242d29-74c1-47f7-a458-04891a1d9dda · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.383716Z

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.

Observation a85385e7-0c00-40e9-8bd1-f3bbf31ffa89 · outbound

This paper cites John Wiley & Sons,4th edn.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding John Wiley & Sons,4th edn

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.369148Z

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.

Observation 2bd381e5-1511-44f1-b62d-7cb4cdd2fd4d · outbound

This paper cites In: Advances in Neural Information Processing Systems.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Advances in Neural Information Processing Systems

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:13.992577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c3997e6-21c6-4307-8fa9-a79ca1683faa · outbound

This paper cites Advances in neural infor- mation processing systems28 (2015).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Advances in neural infor- mation processing systems28 (2015)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.344100Z

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.

Observation 25e50441-62c9-4c60-a478-8f874378a28a · outbound

This paper cites Computers &OperationsResearch 95,139–150(Jul2018).https://doi.org/10.1016/j.cor.2018.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Computers &OperationsResearch 95,139–150(Jul2018).https://doi.org/10.1016/j.cor.2018

Reference 24

Resolution: verified exact; doi, observed 2026-08-07T19:00:14.073246Z

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.

Observation ed1bc55e-669a-411c-a852-493e1576a2d7 · outbound

This paper cites European Journal of Operational Research274(2), 501–515 (Apr 2019).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding European Journal of Operational Research274(2), 501–515 (Apr 2019)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T19:00:14.010053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09b677bd-fe7d-44c9-be27-7fd3757562ce · outbound

This paper cites European Journal of Operational Research307(2), 713–730 (2023).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding European Journal of Operational Research307(2), 713–730 (2023)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.329628Z

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.

Observation 6f71b697-08af-494b-abf9-fc8871d35f4f · outbound

This paper cites European Journal of Operational Research 288(1), 80–97 (2021).

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding European Journal of Operational Research 288(1), 80–97 (2021)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.315167Z

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.

Observation 211625d8-270c-4d68-ad91-3576347a11fe · outbound

This paper cites In: Proceedings of the AAAI conference on artificial intelligence.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding In: Proceedings of the AAAI conference on artificial intelligence

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:00:14.299919Z

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.

Observation 42c087ba-dbf4-4143-a621-522cfd9e9b17 · outbound

This paper cites an unresolved cited work.

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T19:00:14.285518Z

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.

Pith citing papers

Observation 7edf9e27-d4b5-4912-abee-2c816cfd1dca · inbound

Solving the Pod Repositioning Problem with Deep Reinforced Adaptive Large Neighborhood Search cites this paper.

Solving the Pod Repositioning Problem with Deep Reinforced Adaptive Large Neighborhood Search Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:22:05.620631Z

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.