Pith. sign in

Paper Citation Record · LEDGER

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers

As of 15 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 2 inbound Pith citation observations for arXiv:2411.09238.

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

pith.paper-citation-record.v1
2411.09238 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:59:08.542384Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T06:20:32.505136Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:09:45.046562Z

Reference resolution

44 of 44 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved22
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7034aa0-aab9-463c-8591-eb6780cfa9aa · outbound

This paper cites Certification of an optimal tsp tour through 85,900 cities.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Certification of an optimal tsp tour through 85,900 cities

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.215337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.374136Z digest=sha256:c50c4f4384584e078c41f652e1ec33c6eccb45d4d319ae1ace760c8188a174da

Observation 6d105be8-18fa-4943-98ce-b61a09299eec · outbound

This paper cites Neural Combinatorial Optimization with Reinforcement Learning.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Neural Combinatorial Optimization with Reinforcement Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.378196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.378196Z digest=sha256:d3956a5dea3d5c42a99eab64d841f1addaffd0b7726ecc3ddca6ba187d4e456a

Observation 5cf307e7-214d-43e1-810a-4aeda2ff22f5 · outbound

This paper cites Learning generalizable models for vehicle routing problems via knowledge distillation.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning generalizable models for vehicle routing problems via knowledge distillation

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.382217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.382217Z digest=sha256:7a3d242042aea6cb17bcc3399d2379da48ae8796f1e8ac860f7d3d6a24995795

Observation 9857835a-f335-426a-818b-32a485444f2b · outbound

This paper cites Learning to perform local rewriting for combinatorial optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning to perform local rewriting for combinatorial optimization

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.386194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.386194Z digest=sha256:1adb342310195ff91e7f4e2f126c267ea0147d1ba86e4672cacf6f6aa8e5f1ba

Observation 7365e000-6118-4bc7-9ef4-fa9d23781dc8 · outbound

This paper cites Simulation-guided beam search for neural combinatorial optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Simulation-guided beam search for neural combinatorial optimization

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.186158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.390255Z digest=sha256:2afc887c970d96332fb33b9f27d8f4e9078c1c6c1b6f838f8fee69f302e7b975

Observation 00720c0e-29a2-4123-a1b6-53f29cc22e31 · outbound

This paper cites Learning 2-opt heuristics for the traveling salesman problem via deep reinforcement learning.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning 2-opt heuristics for the traveling salesman problem via deep reinforcement learning

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.174500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.394791Z digest=sha256:ae11f134ba5957e95f1b313ef8133da5760dc7dbac87e1626ce456d138230f25

Observation f39982dd-2af4-44e8-8910-3f99ebb06c48 · outbound

This paper cites Learning heuristics for the tsp by policy gradient.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning heuristics for the tsp by policy gradient

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.162690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.399257Z digest=sha256:2af31ceb96b6d5e219c46eb08f222568d92fa65a44cb6f9ac723f4f6a40573ed

Observation 972b2c55-b4eb-43ea-8c5e-3302207f8e94 · outbound

This paper cites INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.403315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.403315Z digest=sha256:7456efd237ccfd5ee1459aac15b336b713d412726cab2ae3ccdd0d300eeaace0

Observation 8c6d7f6a-eb64-4d5b-bc17-ac976a60780e · outbound

This paper cites Generalize a small pre-trained model to arbitrarily large tsp instances.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Generalize a small pre-trained model to arbitrarily large tsp instances

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.151413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.407634Z digest=sha256:9022213205be555de131b1570a999c4e3e90209f58b7e66983b71649b1d85661

Observation f4d0efdd-e05b-4efd-b445-5ad82a94b495 · outbound

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

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers An extension of the lin-kernighan-helsgaun tsp solver for constrained traveling salesman and vehicle routing problems

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.141051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.411898Z digest=sha256:dececc1248c7d18931cdcc9d6abd3f95d7ef5b84a2747b8601d7c8dd6c902749

Observation 15b9a79c-100c-4748-89c0-f848e9a8e45f · outbound

This paper cites Efficient Active Search for Combinatorial Optimization Problems.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Efficient Active Search for Combinatorial Optimization Problems

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.415696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.415696Z digest=sha256:c1aeebe1d2fdd4e8dc3aa8d1b46ca7dbadf451f8c8aa8affc2683177434abe63

Observation 3fde1d17-f059-4ba4-a5c1-858bb48c5622 · outbound

This paper cites Graph Neural Network Guided Local Search for the Traveling Salesperson Problem.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Graph Neural Network Guided Local Search for the Traveling Salesperson Problem

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.420374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.420374Z digest=sha256:c6cb38f51c206b6f62bab133d105460227e538c4d205316970e8e0bf99d13c24

Observation 7fcb5d7a-1f4d-40ac-a81b-ca8b659ee219 · outbound

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

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.424514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.424514Z digest=sha256:d5b6a41ccb21fab1cc8a47b7751a76fca5f72389d9cdc1f681d0e8b6cdca8c7d

Observation a61ab9f3-5480-450e-a1a9-1bae1ef32006 · outbound

This paper cites Learning combinatorial optimization algorithms over graphs.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning combinatorial optimization algorithms over graphs

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.428481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.428481Z digest=sha256:b1242cda63718226aaf2778fcce0dc87478d83905dcebaec5583a660d77708e0

Observation f29ec637-2894-453a-9e4a-e18c454f518c · outbound

This paper cites Learning collaborative policies to solve np-hard routing problems.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning collaborative policies to solve np-hard routing problems

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.121393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.431795Z digest=sha256:684d0c7ea4bb8453ae8c4475fd03d0c2f2f34f637ad74d6c3cd6ab7b2918d7ee

Observation 9e4133b8-2b46-40d3-8166-585941dc0a2f · outbound

This paper cites Sym-nco: Leveraging symmetricity for neural combinatorial optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Sym-nco: Leveraging symmetricity for neural combinatorial optimization

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.434917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.434917Z digest=sha256:aa5b996a3c4714fff126072495fcab2cf756e2e0513719a8d0746d027c92b704

Observation e076fb70-fcc6-483d-864e-4bc30072ad98 · outbound

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

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Attention, learn to solve routing problems! In International Conference on Learning Representations, 2019

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.438204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.438204Z digest=sha256:4b5fb5a603621806517f01ada02a869196d8bbc985fed403c888baf20c0d94f1

Observation 9b90adf3-7180-45f9-ab7f-f3dba6326de3 · outbound

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

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Pomo: Policy optimization with multiple optima for reinforcement learning

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.441527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.441527Z digest=sha256:9509c278a61b8778cd3684d5edca07dec7d17c23c9895139b4450e0a72b65297

Observation ca44eec9-924f-4df8-aa1c-8ce5a017b2be · outbound

This paper cites Matrix encoding networks for neural combinatorial optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Matrix encoding networks for neural combinatorial optimization

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.444651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.444651Z digest=sha256:89af56112234405cae110443063c367e67b88f45b9f1730518c5924bfb9a5421

Observation 88a319ec-1ede-493c-b61b-204ff30bed93 · outbound

This paper cites Smac3: A versatile bayesian optimization package for hyperparameter optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Smac3: A versatile bayesian optimization package for hyperparameter optimization

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.078049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.448810Z digest=sha256:bb7b74c3d78ec1910f615d3890c17ad928f3d169536731d72f15c8f084ee1d65

Observation 8796dc5f-eb90-4656-bbca-18e28a3d5d55 · outbound

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

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Multi-task learning for routing problem with cross-problem zero-shot generalization

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.066113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.452632Z digest=sha256:cb655267e96518926377e89d097d12a2ae94051259cb91fbf275439a30312194

Observation f5f18886-4853-488e-b37f-9f6836542cfb · outbound

This paper cites A unified approach to interpreting model predictions.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers A unified approach to interpreting model predictions

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.054445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.456357Z digest=sha256:fb9ec6a21acf1ef5eeccc965237dd41c9df227b2c0c21fa1ae8bf168b98a990f

Observation 498d3e91-65f0-4ce2-b9ce-12a12d5f49e1 · outbound

This paper cites Lundberg, Gabriel Erion, Hugh Chen, Alex DeGrave, Jordan M.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Lundberg, Gabriel Erion, Hugh Chen, Alex DeGrave, Jordan M

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.043861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.460238Z digest=sha256:56af37b9ce8905f812a7e4ddeb320b37181740409ca156d87d46a912edcaec56

Observation 6739ac9f-30b6-4037-860c-b3135aea0171 · outbound

This paper cites Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.464091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.464091Z digest=sha256:4456c8edfbeb1ee437c56e81eb4dec0c4afeb0034d15ff7fa4bd7385ebe406dd

Observation 6ad21031-6eab-4e66-b5c8-c6f0c3b3d043 · outbound

This paper cites Unsupervised learning for solving the travelling salesman problem.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Unsupervised learning for solving the travelling salesman problem

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.030007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.468084Z digest=sha256:6cc65162b7c15c8027c7dc956dd8019350461f428588cb0413e1167cb628420a

Observation 04ddc99b-5603-4909-a2bb-bc86dbcd047f · outbound

This paper cites A powerful genetic algorithm using edge assembly crossover for the traveling salesman problem.INFORMS Journal on Computing, 25(2):346–363, 2013.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers A powerful genetic algorithm using edge assembly crossover for the traveling salesman problem.INFORMS Journal on Computing, 25(2):346–363, 2013

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.016033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.471782Z digest=sha256:4f547b8ae30cdd92c313a203e6b0df8892bb6f3b948549990098035eb5627f38

Observation a7df3866-436c-4929-aa0c-9d0e5b6ae8de · outbound

This paper cites H-tsp: Hierarchically solving the large-scale traveling salesman problem.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers H-tsp: Hierarchically solving the large-scale traveling salesman problem

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:09.001337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.475841Z digest=sha256:2b2ae3e7746ec91b9fb78501bb7dfbd2145b723c4a2487fe5ab664c0ef65797d

Observation e59badfe-78dd-4031-abb0-b340e1306052 · outbound

This paper cites A deep reinforcement learning algorithm using dynamic attention model for vehicle routing problems.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers A deep reinforcement learning algorithm using dynamic attention model for vehicle routing problems

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.480045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.480045Z digest=sha256:bc3939030bb1ae84fcb2c5125036ef5a91e19356f59364104981c5fd1da2b57f

Observation 0a2222a4-ce03-4cfa-bec6-54bf19bcd7e8 · outbound

This paper cites Dimes: A differentiable meta solver for combinatorial optimization problems.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Dimes: A differentiable meta solver for combinatorial optimization problems

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.976843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.483727Z digest=sha256:da414e1aaa0f1643c9b28f8fce2db4d46db5d886f6057a96ce0a1c05b93f3a6b

Observation 84650387-6d73-4634-8588-bad275a7ce40 · outbound

This paper cites Tsplib—a traveling salesman problem library.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Tsplib—a traveling salesman problem library

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.963220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.486585Z digest=sha256:d54dbbba70a32a2df297abe51e87acce0249e86cca52b1dc0c291bb8e0aa5bc5

Observation 567115c6-a8a1-40dd-a8ff-afff561ea58b · outbound

This paper cites Difusco: Graph-based diffusion solvers for combinatorial optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Difusco: Graph-based diffusion solvers for combinatorial optimization

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.951181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.489608Z digest=sha256:dbba3e609a9ec3627b9269b818d5ce6172bb3c32390857b833d9ee52a99edb33

Observation 02b38f08-c39f-460c-8037-945db5c50bb3 · outbound

This paper cites Pointer networks.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Pointer networks

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.492567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.492567Z digest=sha256:43b4d00feed4eb9bc660954d9d8958a8eed6e310043b53ed0b71246f0ef282a6

Observation d72fa787-6d1c-4b26-b090-9f912caabc40 · outbound

This paper cites Efficient Training of Multi-task Neural Solver for Combinatorial Optimization.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Efficient Training of Multi-task Neural Solver for Combinatorial Optimization

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.496780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.496780Z digest=sha256:693c8ba4e600da2ae0e3912cd57702a1dad39970b18dbdb037ff136a8a5f0016

Observation 8b8b0589-ad01-40d3-85fc-94729b1490bd · outbound

This paper cites A Game-Theoretic Approach for Improving Generalization Ability of TSP Solvers.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers A Game-Theoretic Approach for Improving Generalization Ability of TSP Solvers

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.500650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.500650Z digest=sha256:1dc6107c94dcb78b3c2ca13c81a401a1990d20944a2499164ec86d3fc2510a61

Observation 3cbc82b9-1f48-400f-936a-5f2ffb739703 · outbound

This paper cites Asp: Learn a universal neural solver! IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Asp: Learn a universal neural solver! IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.505157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.505157Z digest=sha256:da8831cee28b2682b6533dd67abfac666d785f8decac5a7d272d8bd408bdc076

Observation 315437c2-405b-4759-916e-f42de35713f7 · outbound

This paper cites Learning improvement heuristics for solving routing problems.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning improvement heuristics for solving routing problems

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.924192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.509302Z digest=sha256:ffe34150a7d11d94efa72cb425596d74baa0e71104c8b71e8baa17a94fbf8bbb

Observation 89fd85f1-67de-4410-acd2-c39be07ca5ce · outbound

This paper cites Position: Rethinking post-hoc search-based neural approaches for solving large-scale traveling salesman problems.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Position: Rethinking post-hoc search-based neural approaches for solving large-scale traveling salesman problems

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.909570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.513104Z digest=sha256:35f73233bd4f556f2d9ae0d6d498cfcbca47eb5978ae3141cb059600689ca8a0

Observation 7666b0f4-3cdc-4170-bdf4-24a8faf23b7d · outbound

This paper cites Glop: Learning global partition and local construction for solving large-scale routing problems in real-time.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Glop: Learning global partition and local construction for solving large-scale routing problems in real-time

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.893731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.516875Z digest=sha256:8a103f9ad21555d9183b0850425b634bd741ccec217d90029b4fc4bb05a5b9c7

Observation 1c47aa3f-b1e6-47fd-a6f7-4b82141bac54 · outbound

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

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Towards omni-generalizable neural methods for vehicle routing problems

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.520902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.520902Z digest=sha256:45ad45343e6692c0ac5a9a59fbf0c4363ad02999a704b3b56278ed81891cfe68

Observation a7bb880b-393c-4ee6-a3b5-19ffcf790f1d · outbound

This paper cites MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T20:59:08.524821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:59:08.524821Z digest=sha256:12925e1644bc13adb86485bcecb6843bd9f0651b845a9fb1619a38c027703e78

Observation 1bc9ba1d-834a-4578-89e5-18d77620a26d · outbound

This paper cites an unresolved cited work.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:59:08.870939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.530785Z digest=sha256:d36e8f4bb7f4fe4fb8ad2e93ca2f92acee17d22ea2de0d9f92e15df77971bfb2

Observation 2aca0125-f07b-48ef-8341-06b6902349c0 · outbound

This paper cites DIFUSCO DIFUSCO also generates a sparse heatmap based on the k-NN subgraph (k = 50 for TSP-500, k = 100 for larger scales).

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers DIFUSCO DIFUSCO also generates a sparse heatmap based on the k-NN subgraph (k = 50 for TSP-500, k = 100 for larger scales)

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:59:08.858044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.534819Z digest=sha256:697cede4b76bb8383d9fb6080dffe3c97ab1e8802833e88c25217eb7f33d6802

Observation 3e0311e3-ab11-4ee9-9082-c9c8021114d6 · outbound

This paper cites an unresolved cited work.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:59:08.845196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.538657Z digest=sha256:73cd786c87262f115dd966b20f5a62d727cf851f4b31611983134dcfcd7588ee

Observation 675dcb18-4dcd-4b6e-b7bb-2a403b65d60f · outbound

This paper cites b) The same process as used for smaller instances.

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers b) The same process as used for smaller instances

Reference 44

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T20:59:08.650288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:59:08.542384Z digest=sha256:00ab163ba01dbd3dd32e0784b7f54642815f014009f16173df280852f52c8db5

Pith citing papers

Observation bc579a34-f7af-423a-a1a3-c40cf1c9caeb · inbound

GRIMIP: A General Framework for Instance-Specific Configuration of MIP Solvers Using LLMs cites this paper.

GRIMIP: A General Framework for Instance-Specific Configuration of MIP Solvers Using LLMs Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.048068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-26T09:05:56.687400Z digest=sha256:b36ac57b5214a85333b7dc3ea65334f316c758d031b5a091b5c06a6711469295

Observation 0fe09cbe-e5f4-4d57-b7f6-a17047138c07 · inbound

Quantum-enhanced Monte Carlo Tree Search framework for combinatorial optimization problems cites this paper.

Quantum-enhanced Monte Carlo Tree Search framework for combinatorial optimization problems Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers

Reference 86

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T06:24:19.245927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-06-30T06:20:32.505136Z digest=sha256:46bc518bd71a779a37e3286002ee2d7b3004a6c3042e093178b2162256098ba0