Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:59:08.542384Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:59:08.542384Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T06:20:32.505136Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T10:09:45.046562Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b7034aa0-aab9-463c-8591-eb6780cfa9aa · outbound
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
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.
Observation 6d105be8-18fa-4943-98ce-b61a09299eec · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Neural Combinatorial Optimization with Reinforcement Learning
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cf307e7-214d-43e1-810a-4aeda2ff22f5 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9857835a-f335-426a-818b-32a485444f2b · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning to perform local rewriting for combinatorial optimization
Reference 4
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Unavailable: canonical work link unavailable.
Observation 7365e000-6118-4bc7-9ef4-fa9d23781dc8 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Simulation-guided beam search for neural combinatorial optimization
Reference 5
Source-reported events for the cited work
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Observation 00720c0e-29a2-4123-a1b6-53f29cc22e31 · outbound
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
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.
Observation f39982dd-2af4-44e8-8910-3f99ebb06c48 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning heuristics for the tsp by policy gradient
Reference 7
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.
Observation 972b2c55-b4eb-43ea-8c5e-3302207f8e94 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c6d7f6a-eb64-4d5b-bc17-ac976a60780e · outbound
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
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.
Observation f4d0efdd-e05b-4efd-b445-5ad82a94b495 · outbound
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
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.
Observation 15b9a79c-100c-4748-89c0-f848e9a8e45f · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Efficient Active Search for Combinatorial Optimization Problems
Reference 11
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Unavailable: canonical work link unavailable.
Observation 3fde1d17-f059-4ba4-a5c1-858bb48c5622 · outbound
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
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Unavailable: canonical work link unavailable.
Observation 7fcb5d7a-1f4d-40ac-a81b-ca8b659ee219 · outbound
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
Source-reported events for the cited work
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Observation a61ab9f3-5480-450e-a1a9-1bae1ef32006 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning combinatorial optimization algorithms over graphs
Reference 14
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Unavailable: canonical work link unavailable.
Observation f29ec637-2894-453a-9e4a-e18c454f518c · outbound
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
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.
Observation 9e4133b8-2b46-40d3-8166-585941dc0a2f · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Sym-nco: Leveraging symmetricity for neural combinatorial optimization
Reference 16
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Unavailable: canonical work link unavailable.
Observation e076fb70-fcc6-483d-864e-4bc30072ad98 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b90adf3-7180-45f9-ab7f-f3dba6326de3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca44eec9-924f-4df8-aa1c-8ce5a017b2be · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Matrix encoding networks for neural combinatorial optimization
Reference 19
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Unavailable: canonical work link unavailable.
Observation 88a319ec-1ede-493c-b61b-204ff30bed93 · outbound
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
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.
Observation 8796dc5f-eb90-4656-bbca-18e28a3d5d55 · outbound
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
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.
Observation f5f18886-4853-488e-b37f-9f6836542cfb · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers A unified approach to interpreting model predictions
Reference 22
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.
Observation 498d3e91-65f0-4ce2-b9ce-12a12d5f49e1 · outbound
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
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.
Observation 6739ac9f-30b6-4037-860c-b3135aea0171 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ad21031-6eab-4e66-b5c8-c6f0c3b3d043 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Unsupervised learning for solving the travelling salesman problem
Reference 25
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.
Observation 04ddc99b-5603-4909-a2bb-bc86dbcd047f · outbound
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
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.
Observation a7df3866-436c-4929-aa0c-9d0e5b6ae8de · outbound
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
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.
Observation e59badfe-78dd-4031-abb0-b340e1306052 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a2222a4-ce03-4cfa-bec6-54bf19bcd7e8 · outbound
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
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.
Observation 84650387-6d73-4634-8588-bad275a7ce40 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Tsplib—a traveling salesman problem library
Reference 30
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.
Observation 567115c6-a8a1-40dd-a8ff-afff561ea58b · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Difusco: Graph-based diffusion solvers for combinatorial optimization
Reference 31
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.
Observation 02b38f08-c39f-460c-8037-945db5c50bb3 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Pointer networks
Reference 32
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Observation d72fa787-6d1c-4b26-b090-9f912caabc40 · outbound
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
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Observation 8b8b0589-ad01-40d3-85fc-94729b1490bd · outbound
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
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Unavailable: canonical work link unavailable.
Observation 3cbc82b9-1f48-400f-936a-5f2ffb739703 · outbound
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
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Unavailable: canonical work link unavailable.
Observation 315437c2-405b-4759-916e-f42de35713f7 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Learning improvement heuristics for solving routing problems
Reference 36
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.
Observation 89fd85f1-67de-4410-acd2-c39be07ca5ce · outbound
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
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.
Observation 7666b0f4-3cdc-4170-bdf4-24a8faf23b7d · outbound
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
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.
Observation 1c47aa3f-b1e6-47fd-a6f7-4b82141bac54 · outbound
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
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Observation a7bb880b-393c-4ee6-a3b5-19ffcf790f1d · outbound
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
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Observation 1bc9ba1d-834a-4578-89e5-18d77620a26d · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Unresolved cited work
Reference 41
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.
Observation 2aca0125-f07b-48ef-8341-06b6902349c0 · outbound
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
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.
Observation 3e0311e3-ab11-4ee9-9082-c9c8021114d6 · outbound
Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers Unresolved cited work
Reference 43
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.
Observation 675dcb18-4dcd-4b6e-b7bb-2a403b65d60f · outbound
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
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.
Observation bc579a34-f7af-423a-a1a3-c40cf1c9caeb · inbound
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
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.
Observation 0fe09cbe-e5f4-4d57-b7f6-a17047138c07 · inbound
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
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.