Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T05:05:26.549203Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T05:05:26.549203Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6dab9385-362b-4b0e-81ce-91485929e3c4 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Attention, filling in the gaps for generalization in routing problems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation abd3b694-001e-41cf-b811-8ec560d673df · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Le, Mohammad Norouzi, and Samy Bengio
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 77171ea6-7f5a-4c6a-a93b-f07619ebbad3 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Machine learning for combinatorial optimization: A methodological tour d’horizon
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fca3fcb-9df3-47c3-91a3-078bc9f97d2c · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers RouteFinder: Towards Foundation Models for Vehicle Routing Problems, June 2024
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9051150d-00f7-4e59-a142-e3135d3abf06 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9a78767b-ebd4-441d-99c1-82c3ea1310c8 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Evolving diverse tsp instances by means of novel and creative mutation operators
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ea591b05-795e-4b93-9f27-15f90e6dc824 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers The Transformer Network for the Traveling Salesman Problem, March 2021
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ff6f570-3722-4aaf-8ec0-241630c771bb · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Combinatorial Optimization with Policy Adaptation using Latent Space Search
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fd4a9706-57ab-412b-834f-b35999c08a96 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Simulation-guided Beam Search for Neural Combinatorial Optimization
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dc5f487-2f9b-46c9-abfc-d1e37484a461 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning Heuristics for the TSP by Policy Gradient
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c626c519-dc7f-416c-b58d-7e5a588fa1fb · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b8062873-b87b-4bca-86ae-29ac4a6b4138 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2672ef13-9fa9-408a-93b8-174730a8b594 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to control local search for combinatorial optimization
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e9d2286d-ff3d-4b30-b5c3-4f0f5170ec3d · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54eafd59-e585-48ea-83ec-c29f061198f6 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Generalization of neural combinatorial solvers through the lens of adversarial robustness
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 76deb069-8a4b-4da1-92f1-2069f4101f7a · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8055e491-1c68-40ea-841c-b6891736cada · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Neural large neighborhood search for the capacitated vehicle routing problem
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3c3ff284-51ac-47cb-90fb-06732731ebc4 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Neural large neighborhood search for routing problems
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8b8ac55-6d65-442c-ad07-35a9cbe3020f · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Efficient Active Search for Combinatorial Optimization Problems
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c6a27980-09bb-41d2-b3c2-a9fd06fa89a1 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Efficient active search for combinatorial optimization problems
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ee7fcc2d-9145-4878-9b94-71eb35e9e7d1 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization, February 2024
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eb74eebe-508e-49ba-9ec7-a31023630608 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Pointerformer: Deep reinforced multi-pointer transformer for the traveling salesman problem
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e3870b1-1ed0-4d00-a647-6184e4fd30f1 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3c82dcba-330e-40e3-bf34-416fb76c7e27 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Scale-conditioned adaptation for large scale combinatorial optimization
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e1aeaebd-32c4-4c83-b40e-c01f4fe6d23d · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 425126df-7855-45c7-bc1f-93aea7c6f037 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Deep policy dynamic programming for vehicle routing problems
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d6f83435-fe2e-4ecb-81d0-0ac80db21b9f · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1c149ef4-6723-46f0-ac90-3d3c3f05edde · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers POMO: Policy optimization with multiple optima for reinforcement learning
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 807fd679-a235-4cb6-b2d9-5270bb0157a4 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Matrix encoding networks for neural combinatorial optimization
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation abeec8db-d5a6-4a7d-8afb-fadf8f25a7eb · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to delegate for large-scale vehicle routing
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3844aef2-4480-42e7-be63-811d3861b8bc · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e041b9c0-73a9-4efe-b96b-ff420479ff93 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Evaluating Curriculum Learning Strategies in Neural Combinatorial Optimization
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 36d17696-0221-40ac-8f8e-c9ec6af2042d · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f21093ff-0628-48ac-95f1-1c41b290b88f · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 086e0755-2e91-4e92-9b87-cbe2bde3dccd · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 37a4b4ba-6c6d-4f36-90ba-b581bcb3df5d · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Reinforce- ment learning for solving the vehicle routing problem
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39b53191-09da-4199-9885-a96d0817a453 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers DIFUSCO: Graph-based Diffusion Solvers for Combinato- rial Optimization
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 76a92070-64db-4205-8181-56dae63c9f7a · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers New benchmark instances for the capacitated vehicle routing problem
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 90bdd152-ccea-4c51-a220-ba4929b99635 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Hybrid genetic search for the cvrp: Open-source implementation and swap* neighborhood
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 770869e7-190e-4662-9d92-1e8eb957e13a · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers A hybrid genetic algorithm for multidepot and periodic vehicle routing problems
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 23bba655-d082-4951-b947-3c3ba996f950 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Pointer Networks
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d6be817e-265f-4419-9d8e-5c80851ad349 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa15edb3-10b3-40be-b03f-45365babbab9 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54dda5f8-eab1-46c6-9343-25d49b52f0d3 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f391e17d-00b4-4d66-bfa3-b58f6e727f90 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e116309-59c9-4bfc-8615-d49178b5de2b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a29e13ca-a3a9-4def-864e-d20b153b06a3 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Learning to solve travelling salesman problem with hardness-adaptive curriculum
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2b2825f3-b489-45f7-9d94-bebf87c84b0b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9004efdc-d485-4bcf-b6ee-17f0a016a36e · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Towards omni-generalizable neural methods for vehicle routing problems
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 431be518-ecbc-4e91-9410-c8c5d2ebe0d7 · outbound
On Distributional Dependent Performance of Classical and Neural Routing Solvers Unresolved cited work
Reference 50
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.
No inbound Pith citation observations are available.