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Paper Citation Record · LEDGER

On Distributional Dependent Performance of Classical and Neural Routing Solvers

As of 10 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2508.02510.

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

pith.paper-citation-record.v1
2508.02510 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:05:26.549203Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

50 of 50 outbound references displayed

  • verified exact5
  • verified fuzzy33
  • unresolved10
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6dab9385-362b-4b0e-81ce-91485929e3c4 · outbound

This paper cites Attention, filling in the gaps for generalization in routing problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Attention, filling in the gaps for generalization in routing problems

Reference 1

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation abd3b694-001e-41cf-b811-8ec560d673df · outbound

This paper cites Le, Mohammad Norouzi, and Samy Bengio.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Le, Mohammad Norouzi, and Samy Bengio

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 77171ea6-7f5a-4c6a-a93b-f07619ebbad3 · outbound

This paper cites Machine learning for combinatorial optimization: A methodological tour d’horizon.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Machine learning for combinatorial optimization: A methodological tour d’horizon

Reference 3

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Observation 6fca3fcb-9df3-47c3-91a3-078bc9f97d2c · outbound

This paper cites RouteFinder: Towards Foundation Models for Vehicle Routing Problems, June 2024.

On Distributional Dependent Performance of Classical and Neural Routing Solvers RouteFinder: Towards Foundation Models for Vehicle Routing Problems, June 2024

Reference 4

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raw_fallback, observed 2026-08-06T05:05:30.782807Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 9051150d-00f7-4e59-a142-e3135d3abf06 · outbound

This paper cites Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation

Reference 5

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local_arxiv, observed 2026-08-06T05:05:27.637253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:22.882967Z digest=sha256:8ecd5c735a86ecc0b337c96aa8d73c89de0a6d5ca5bc66b67207c3ecc78dc2f0

Observation 9a78767b-ebd4-441d-99c1-82c3ea1310c8 · outbound

This paper cites Evolving diverse tsp instances by means of novel and creative mutation operators.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Evolving diverse tsp instances by means of novel and creative mutation operators

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:22.954395Z digest=sha256:e1333aca16b098a9af23c15526b3b07cbf00c917b5596f0ef5b040567041fe86

Observation ea591b05-795e-4b93-9f27-15f90e6dc824 · outbound

This paper cites The Transformer Network for the Traveling Salesman Problem, March 2021.

On Distributional Dependent Performance of Classical and Neural Routing Solvers The Transformer Network for the Traveling Salesman Problem, March 2021

Reference 7

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:23.055584Z digest=sha256:f670b2e39ebe15c9f409673ecb2d5108aa262c4394b37816db9c309015e5a1c4

Observation 3ff6f570-3722-4aaf-8ec0-241630c771bb · outbound

This paper cites Combinatorial Optimization with Policy Adaptation using Latent Space Search.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Combinatorial Optimization with Policy Adaptation using Latent Space Search

Reference 8

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation fd4a9706-57ab-412b-834f-b35999c08a96 · outbound

This paper cites Simulation-guided Beam Search for Neural Combinatorial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Simulation-guided Beam Search for Neural Combinatorial Optimization

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2dc5f487-2f9b-46c9-abfc-d1e37484a461 · outbound

This paper cites Learning Heuristics for the TSP by Policy Gradient.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning Heuristics for the TSP by Policy Gradient

Reference 10

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doi, observed 2026-08-06T05:05:27.181834Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c626c519-dc7f-416c-b58d-7e5a588fa1fb · outbound

This paper cites BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization

Reference 11

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation b8062873-b87b-4bca-86ae-29ac4a6b4138 · outbound

This paper cites Too Big, so Fail? -- Enabling Neural Construction Methods to Solve Large-Scale Routing Problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Too Big, so Fail? -- Enabling Neural Construction Methods to Solve Large-Scale Routing Problems

Reference 12

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source=pdf_text observed=2026-08-06T05:05:23.481216Z digest=sha256:e4ff7f3e81501527f915de138e8ae4016ae4cedc945b1466b51761141c037282

Observation 2672ef13-9fa9-408a-93b8-174730a8b594 · outbound

This paper cites Learning to control local search for combinatorial optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to control local search for combinatorial optimization

Reference 13

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e9d2286d-ff3d-4b30-b5c3-4f0f5170ec3d · outbound

This paper cites Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:05:23.605407Z digest=sha256:87bd7fa3af8fa90c5da3805190a0aa12819b3652a7dff73471d3176a59d39d9b

Observation 54eafd59-e585-48ea-83ec-c29f061198f6 · outbound

This paper cites Generalization of neural combinatorial solvers through the lens of adversarial robustness.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Generalization of neural combinatorial solvers through the lens of adversarial robustness

Reference 15

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raw_fallback, observed 2026-08-06T05:05:30.653701Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 76deb069-8a4b-4da1-92f1-2069f4101f7a · outbound

This paper cites An extension of the lin-kernighan-helsgaun tsp solver for constrained traveling salesman and vehicle routing problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers An extension of the lin-kernighan-helsgaun tsp solver for constrained traveling salesman and vehicle routing problems

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8055e491-1c68-40ea-841c-b6891736cada · outbound

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

On Distributional Dependent Performance of Classical and Neural Routing Solvers Neural large neighborhood search for the capacitated vehicle routing problem

Reference 17

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doi, observed 2026-08-06T05:05:27.015435Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:23.835627Z digest=sha256:f8e3b8f8020605e6b3b4fc01f8c9f4b5b787b927188dcfab6da0db04fce2aea9

Observation 3c3ff284-51ac-47cb-90fb-06732731ebc4 · outbound

This paper cites Neural large neighborhood search for routing problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Neural large neighborhood search for routing problems

Reference 18

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Observation e8b8ac55-6d65-442c-ad07-35a9cbe3020f · outbound

This paper cites Efficient Active Search for Combinatorial Optimization Problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Efficient Active Search for Combinatorial Optimization Problems

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.615761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c6a27980-09bb-41d2-b3c2-a9fd06fa89a1 · outbound

This paper cites Efficient active search for combinatorial optimization problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Efficient active search for combinatorial optimization problems

Reference 20

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raw_fallback, observed 2026-08-06T05:05:30.597318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation ee7fcc2d-9145-4878-9b94-71eb35e9e7d1 · outbound

This paper cites PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization, February 2024.

On Distributional Dependent Performance of Classical and Neural Routing Solvers PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization, February 2024

Reference 21

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raw_fallback, observed 2026-08-06T05:05:30.580040Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation eb74eebe-508e-49ba-9ec7-a31023630608 · outbound

This paper cites Pointerformer: Deep reinforced multi-pointer transformer for the traveling salesman problem.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Pointerformer: Deep reinforced multi-pointer transformer for the traveling salesman problem

Reference 22

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source=pdf_text observed=2026-08-06T05:05:24.281667Z digest=sha256:0d0e26767acee86af46703e9bdb3b0f4a65e15d21f7d880f7776496e8ed40fb0

Observation 5e3870b1-1ed0-4d00-a647-6184e4fd30f1 · outbound

This paper cites Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.544001Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:24.394652Z digest=sha256:983ab3a9f504df2739f31b0dd6098ae42d36c8ddb9d9b921c1f92a12719f207d

Observation 3c82dcba-330e-40e3-bf34-416fb76c7e27 · outbound

This paper cites Scale-conditioned adaptation for large scale combinatorial optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Scale-conditioned adaptation for large scale combinatorial optimization

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.524100Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e1aeaebd-32c4-4c83-b40e-c01f4fe6d23d · outbound

This paper cites Attention, Learn to Solve Routing Problems! In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Attention, Learn to Solve Routing Problems! In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019

Reference 25

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raw_fallback, observed 2026-08-06T05:05:30.501964Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 425126df-7855-45c7-bc1f-93aea7c6f037 · outbound

This paper cites Deep policy dynamic programming for vehicle routing problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Deep policy dynamic programming for vehicle routing problems

Reference 26

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raw_fallback, observed 2026-08-06T05:05:30.475007Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d6f83435-fe2e-4ecb-81d0-0ac80db21b9f · outbound

This paper cites an unresolved cited work.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1c149ef4-6723-46f0-ac90-3d3c3f05edde · outbound

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

On Distributional Dependent Performance of Classical and Neural Routing Solvers POMO: Policy optimization with multiple optima for reinforcement learning

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.434229Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 807fd679-a235-4cb6-b2d9-5270bb0157a4 · outbound

This paper cites Matrix encoding networks for neural combinatorial optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Matrix encoding networks for neural combinatorial optimization

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.415872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation abeec8db-d5a6-4a7d-8afb-fadf8f25a7eb · outbound

This paper cites Learning to delegate for large-scale vehicle routing.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to delegate for large-scale vehicle routing

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.396544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:24.870062Z digest=sha256:9f5e626c380a58ae3ba0fe236b7488e35e0eddd8b85b8379a3e1637ae2eb3897

Observation 3844aef2-4480-42e7-be63-811d3861b8bc · outbound

This paper cites From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization

Reference 31

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raw_fallback, observed 2026-08-06T05:05:30.378056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:24.951119Z digest=sha256:44d66fa997788b9469ef2ddae4396733544cedd4da1509cb55afb52b3afcf195

Observation e041b9c0-73a9-4efe-b96b-ff420479ff93 · outbound

This paper cites Evaluating Curriculum Learning Strategies in Neural Combinatorial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Evaluating Curriculum Learning Strategies in Neural Combinatorial Optimization

Reference 32

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local_arxiv, observed 2026-08-06T05:05:27.333332Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.066719Z digest=sha256:21cd8ae11fac284d9cd7742cdeae9a39be0d1268ff6b0a952a652e45393a0e08

Observation 36d17696-0221-40ac-8f8e-c9ec6af2042d · outbound

This paper cites Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.088140Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.177216Z digest=sha256:71fa1cc6417c4ad74deb57fa10b3445238915dd4569e28ecd6ed655040422fef

Observation f21093ff-0628-48ac-95f1-1c41b290b88f · outbound

This paper cites Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt

Reference 34

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raw_fallback, observed 2026-08-06T05:05:29.861089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.226000Z digest=sha256:3c61fb68dc8d03d41a7c583ec6a57f9c64a1a133f0660fd8ae17ff729e20e2d7

Observation 086e0755-2e91-4e92-9b87-cbe2bde3dccd · outbound

This paper cites an unresolved cited work.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:05:29.728195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.299355Z digest=sha256:94ea58f2dd7a79be08a6564a602d10c4489228ffd7f1a7588e79d6fea85cbdb9

Observation 37a4b4ba-6c6d-4f36-90ba-b581bcb3df5d · outbound

This paper cites Reinforce- ment learning for solving the vehicle routing problem.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Reinforce- ment learning for solving the vehicle routing problem

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:29.395940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.360074Z digest=sha256:50542e0c3c7673ccff6ee360f96d3d7b35c533764b6802e736d325d83bc057cf

Observation 39b53191-09da-4199-9885-a96d0817a453 · outbound

This paper cites DIFUSCO: Graph-based Diffusion Solvers for Combinato- rial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers DIFUSCO: Graph-based Diffusion Solvers for Combinato- rial Optimization

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:29.241161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.426545Z digest=sha256:6e04965e9054d9a3940bb2348a50adf1bf51b9c6a79288bf0379e8b7aaa5d7c8

Observation 76a92070-64db-4205-8181-56dae63c9f7a · outbound

This paper cites New benchmark instances for the capacitated vehicle routing problem.

On Distributional Dependent Performance of Classical and Neural Routing Solvers New benchmark instances for the capacitated vehicle routing problem

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:29.063300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.494889Z digest=sha256:3c4807fc843965f9aac66b0514aa94141f2dbce608e9b7d844bc2a7e252498d5

Observation 90bdd152-ccea-4c51-a220-ba4929b99635 · outbound

This paper cites Hybrid genetic search for the cvrp: Open-source implementation and swap* neighborhood.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Hybrid genetic search for the cvrp: Open-source implementation and swap* neighborhood

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T05:05:25.575769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:05:25.575769Z digest=sha256:ca557ee3f2c569310f1cc15265648baeb21e8f69e944a8f0c9a1636bcd4bf772

Observation 770869e7-190e-4662-9d92-1e8eb957e13a · outbound

This paper cites A hybrid genetic algorithm for multidepot and periodic vehicle routing problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers A hybrid genetic algorithm for multidepot and periodic vehicle routing problems

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.921331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.655172Z digest=sha256:f684d8811be42f94ca8508c7a254b9740b63a2b70ed7dbbf0bdebad927b78183

Observation 23bba655-d082-4951-b947-3c3ba996f950 · outbound

This paper cites Pointer Networks.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Pointer Networks

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.771377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.743012Z digest=sha256:0970d4f650a561143b11f244f4e3e6cc2ddf003565677cc9d3fe2bb5daba0673

Observation d6be817e-265f-4419-9d8e-5c80851ad349 · outbound

This paper cites Multi-Decoder Attention Model with Em- bedding Glimpse for Solving Vehicle Routing Problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Multi-Decoder Attention Model with Em- bedding Glimpse for Solving Vehicle Routing Problems

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T05:05:25.847199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:05:25.847199Z digest=sha256:d252788236d33ecc863d886d7f13053bda0eae9fdbf7867b5d7b1cbfc23ae735

Observation aa15edb3-10b3-40be-b03f-45365babbab9 · outbound

This paper cites NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem.

On Distributional Dependent Performance of Classical and Neural Routing Solvers NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.626323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:25.941418Z digest=sha256:1d8113ada3c4337f2bcf0cec78bbcde6c9e97dc322ec89585ce6fc0ba7f3c499

Observation 54dda5f8-eab1-46c6-9343-25d49b52f0d3 · outbound

This paper cites DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization.

On Distributional Dependent Performance of Classical and Neural Routing Solvers DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.461951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:26.028496Z digest=sha256:5af33ff0495e8cec90e8501cce3e3cc25daf6f73f92b5643246d871af25c3313

Observation f391e17d-00b4-4d66-bfa3-b58f6e727f90 · outbound

This paper cites GLOP: Learning Global Partition and Local Construction for Solving Large-Scale Routing Problems in Real-Time.

On Distributional Dependent Performance of Classical and Neural Routing Solvers GLOP: Learning Global Partition and Local Construction for Solving Large-Scale Routing Problems in Real-Time

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T05:05:26.099817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:05:26.099817Z digest=sha256:c9cfcdb27aa3937112a76baf6838d0e410fcecf8d1ca1b937f6db21e1a2403aa

Observation 6e116309-59c9-4bfc-8615-d49178b5de2b · outbound

This paper cites It’s Not What Machines Can Learn, It’s What We Cannot Teach.

On Distributional Dependent Performance of Classical and Neural Routing Solvers It’s Not What Machines Can Learn, It’s What We Cannot Teach

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.323563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:26.189290Z digest=sha256:1e9add60eeb3d4ddb38be06166012d0d1e47aa470dbf6e6498414d25ba6182c4

Observation a29e13ca-a3a9-4def-864e-d20b153b06a3 · outbound

This paper cites Learning to solve travelling salesman problem with hardness-adaptive curriculum.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to solve travelling salesman problem with hardness-adaptive curriculum

Reference 47

Resolution
verified exact
doi, observed 2026-08-06T05:05:26.801213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:26.282987Z digest=sha256:98d017b76584e232a13cc69942ac77f1ae5641f7056ab76b040ba745744961ea

Observation 2b2825f3-b489-45f7-9d94-bebf87c84b0b · outbound

This paper cites UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems, June 2024.

On Distributional Dependent Performance of Classical and Neural Routing Solvers UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems, June 2024

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.189162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:26.393475Z digest=sha256:371af0808da2b75a286d720a322d7865dce9b18ee6c2bcae6640001b0741c215

Observation 9004efdc-d485-4bcf-b6ee-17f0a016a36e · outbound

This paper cites Towards omni-generalizable neural methods for vehicle routing problems.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Towards omni-generalizable neural methods for vehicle routing problems

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:05:28.014884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:26.480459Z digest=sha256:f574002f9f553d2729510aaf0b98a2c94a1a54f445cf44d40f70daf15a096fc9

Observation 431be518-ecbc-4e91-9410-c8c5d2ebe0d7 · outbound

This paper cites an unresolved cited work.

On Distributional Dependent Performance of Classical and Neural Routing Solvers Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:05:27.803570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T05:05:26.549203Z digest=sha256:9a954dd996dbefc82c0d67aa9e5355c156d19897ed90f757b45c1ab82f896059

Pith citing papers

No inbound Pith citation observations are available.