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Paper Citation Record · LEDGER

On Distributional Dependent Performance of Classical and Neural Routing Solvers

As of 8 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 2026-08-08T06:32:00.761636+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

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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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.

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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 2026-08-08T06:32:00.761636+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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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.

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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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verified exact
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 2026-08-08T06:32:00.761636+00:00.

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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 2026-08-08T06:32:00.761636+00:00.

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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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raw_fallback, observed 2026-08-06T05:05:30.742524Z

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.

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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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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.

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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.

source=pdf_text observed=2026-08-06T05:05:23.205256Z digest=sha256:5666ec381c160fb6814bde591d6d8df877612791fbe017a059af95cfb7d8c51c

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

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.

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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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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.

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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:c400b2b17d3be3652274444def52ef3f14000e0e14dc707f4f90193d472ca833

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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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.

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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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:05:23.605407Z digest=sha256:b88fcab8e2ba380615c974c1176954c37f37aae6348d34cc2e2860d4920d3ec0

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

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=2026-08-06T05:05:23.694309Z digest=sha256:88d301115f9df5ae680fd103c57b61935626414428b3535317066cd48dd19040

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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raw_fallback, observed 2026-08-06T05:05:30.637015Z

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

source=pdf_text observed=2026-08-06T05:05:23.759144Z digest=sha256:cc5a9394a49b4bc52eb747de85562822ba31c013d051a2f612b7b00d28e4e4de

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

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.

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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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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 2026-08-08T06:32:00.761636+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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+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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verified fuzzy
raw_fallback, observed 2026-08-06T05:05:30.580040Z

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.

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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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no resolver link, observed 2026-08-06T05:05:24.281667Z

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source=pdf_text observed=2026-08-06T05:05:24.281667Z digest=sha256:b8bc74e9109784af5b0089141b9f568f3d05b267da48d17fd4304623446f172c

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

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=2026-08-06T05:05:24.394652Z digest=sha256:b7cf5fea3ed2499341ee0655f01f09c460403b586ca2cabac0a675d492716980

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

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

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.

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

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.

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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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

Resolution
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 2026-08-08T06:32:00.761636+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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

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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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verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:24.951119Z digest=sha256:38816932db7cdc0d8551c80df4687a5797d4f1183db121bd7b7c1b2d5104cbd0

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

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.

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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

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=2026-08-06T05:05:25.177216Z digest=sha256:f5e664635927b68cb2d823e566ece96773d37d2c0feded9edae3f26803b2d936

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.226000Z digest=sha256:91b6e4dc10e0796d3840eaf7bab48e0b7dfe7e48f34f438dca86f05ccffffcbe

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.299355Z digest=sha256:2229fba2c36c074a86438d14e38c6aed7f3e183c9f7925e990f30c580b2b90c2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.360074Z digest=sha256:11b3458d15193869a39394f052042ee3514022b0e4dac37782032f55aa10dee4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.426545Z digest=sha256:650f66238609385b481bf49c12c718712554d56499d8b10b98b31ab2763f3042

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.494889Z digest=sha256:877ce3656bcac02a4db24036488234e5e2b78da9f5efc8673a7c84271f9ad8fd

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=sha256:7d05257609a448df8c0117ce59ae912a16f4f450cf8dfd23c1cc2ba27fa97725

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.655172Z digest=sha256:eee4065366d9458c391927ca0dcd687e120e584799fd4a673a45e50c14816808

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.743012Z digest=sha256:b07595d8fbe669c082effd64ae34c9451c021cbca876d96248ba2a49ed03abc9

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=sha256:6537476faa0c745faab3b831c48ac1021a4f00e1105ec4e98e560b37d8a74503

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:25.941418Z digest=sha256:58643366b8453afc405c14625a93fb0b8f34dc4facb67f44ae45700d18bb32b7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:26.028496Z digest=sha256:c7e4c4c8c49f734b3f26589d78398e2841f784488eb2761ccabfc695ad02c4be

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=sha256:7033770e8eee15575f9529a474e1b50b501a0ea8ab67d80b370d62c3f2a9259c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:26.189290Z digest=sha256:84f5af58a604905ab8d711bdbf7f5b56dd8b0caca50eba92eb63b606ca2b4e10

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:26.282987Z digest=sha256:4fd3938e6ce5ae19e9fcc5433b2a7c41cabf6b1565d033ce0313226a63912137

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:26.393475Z digest=sha256:717ec867240697894b82ea790053c3b7b66529d97cb090481a6834d331bb062e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:26.480459Z digest=sha256:ad6144a3767b844d4021c96488582dd831023d4fd5d0d21b84430e9278dab20f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T05:05:26.549203Z digest=sha256:46f0350eba8eb7d062e443bcb1469846850e20ec0ca85bb89ae5e03be6d6a726

Pith citing papers

No inbound Pith citation observations are available.