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Paper Citation Record · LEDGER

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization

As of 21 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 1 inbound Pith citation observation for arXiv:2502.02941.

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

pith.paper-citation-record.v1
2502.02941 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:38:06.366136Z

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T11:46:42.010486Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T19:31:08.850812Z

Reference resolution

73 of 73 outbound references displayed

  • verified exact2
  • verified fuzzy45
  • unresolved25
  • parse uncertain0
  • malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ba09ec5-727d-427e-a6c6-e3f39e47a24b · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Machine learning for combinatorial optimization: a methodological tour d’horizon,

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation db9674da-fcf1-4f61-86a9-4f926b2165f1 · outbound

This paper cites Attention, Learn to Solve Routing Problems!.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Attention, Learn to Solve Routing Problems!

Reference 2

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no resolver link, observed 2026-08-09T10:38:06.100160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.100160Z digest=sha256:13790c096730222be40b63ecad7adec480c62ae277ccd935122600f40492117f

Observation b9d8df75-e059-49d7-b0f3-d50f384c1503 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem

Reference 3

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no resolver link, observed 2026-08-09T10:38:06.104759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.104759Z digest=sha256:c4b17cf4cb36e8ea3a3d49b6f2930518a3f572b8ac27bd8f2aab5a5e624b3e22

Observation b89b9925-c77e-4fbf-b50b-b886f95d4e11 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Pomo: Policy optimization with multiple optima for reinforcement learning,

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.109529Z digest=sha256:8d53ca0a703e625bbe84ce573764e96b1bafb0f15587689cdaf33f43f3f7dbb5

Observation 071612fd-5413-4269-81ef-67879e604283 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization

Reference 5

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local_arxiv, observed 2026-08-09T10:38:06.527546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.113566Z digest=sha256:aa84495b2fe3cc93d2edf0238b4b5455f373110ff618c492bda1c11d793d6720

Observation 9cb751ce-d752-4741-ae95-8fab1200de7d · outbound

This paper cites DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems

Reference 6

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no resolver link, observed 2026-08-09T10:38:06.117765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.117765Z digest=sha256:7d980a395abc991e9d7d18f3194f300a33ed14de3db6f485c26f5e190cca79a4

Observation e87fc263-657c-40cd-a59c-6285f2b3b7ea · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization DIFUSCO: Graph-based diffusion solvers for combinatorial optimization,

Reference 7

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 65189658-3b88-4e5b-8d17-e597dbd430b0 · outbound

This paper cites T2t: From distribution learning in training to gradient search in testing for combinatorial optimization,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization T2t: From distribution learning in training to gradient search in testing for combinatorial optimization,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.125751Z digest=sha256:6be09ba0189aaa6730fa83f6830594dfc3f6d2c2d4f52357c2f8eec6fe2eba0e

Observation 27866d8d-52aa-44f0-bbcb-fc218ca6f536 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unsupervised learning for solving the travelling salesman problem,

Reference 9

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.129395Z digest=sha256:c8d6db98bfa94ed7dc2aa05be9fc366b4a7b6d47061f075453b3c45b624021f6

Observation a8ff204c-a6e4-474c-a8b1-693dcfa0aa48 · outbound

This paper cites Pointer networks,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Pointer networks,

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0b1a54cc-576c-4934-a75e-f03b4a4aa35e · outbound

This paper cites Graph neural network guided local search for the traveling salesperson problem,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Graph neural network guided local search for the traveling salesperson problem,

Reference 11

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 1163ee4f-2171-46b0-946a-c20e0fbad4b5 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Generalize a small pre-trained model to arbitrarily large tsp instances,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.142371Z digest=sha256:05396fd5d44326e0af98b316559307977e9738baf6a0cec5bbba2d17ea6a2410

Observation b6797448-34d9-482d-9a70-60b28d1055a3 · outbound

This paper cites Neural combinatorial optimization with heavy decoder: Toward large scale generalization,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Neural combinatorial optimization with heavy decoder: Toward large scale generalization,

Reference 13

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raw_fallback, observed 2026-08-09T10:38:07.051486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.145507Z digest=sha256:9b167cfb6cb942ea3b71cfd4e9a02b79debf4dbf22df5f6da12eafbb0b58cfdd

Observation 4f58a3dc-3d76-400b-9028-3e110327eae1 · outbound

This paper cites Neural Combinatorial Optimization with Reinforcement Learning.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Neural Combinatorial Optimization with Reinforcement Learning

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 98f3efb6-f734-4974-bbaf-d1adefcb8502 · outbound

This paper cites Efficient Active Search for Combinatorial Optimization Problems.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Efficient Active Search for Combinatorial Optimization Problems

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8d81523e-c279-4c4f-b193-3f4984c55080 · outbound

This paper cites Consistency Models.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Consistency Models

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.156358Z digest=sha256:211f047f8064f680a5feeff536c482341ced5eb152c702f4765011677d314749

Observation 3e0d1712-d792-4251-9a99-59b6e42b9144 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Deep unsupervised learning using nonequilibrium thermodynamics,

Reference 17

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no resolver link, observed 2026-08-09T10:38:06.160226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.160226Z digest=sha256:1536825460c786580611b71850befaae6e63159b615ad48624453a5edd971126

Observation 6d0d68f0-6679-4e47-899d-6306b7bc4a81 · outbound

This paper cites Structured denoising diffusion models in discrete state-spaces,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Structured denoising diffusion models in discrete state-spaces,

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation be310f3d-5445-4cff-b8dc-765c58e07d2c · outbound

This paper cites Argmax flows and multinomial diffusion: Learning categorical distributions,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Argmax flows and multinomial diffusion: Learning categorical distributions,

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation b7b62c2c-ea67-47e7-85ad-f5f8402aead9 · outbound

This paper cites Learning combinatorial optimization algorithms over graphs,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning combinatorial optimization algorithms over graphs,

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.171584Z digest=sha256:debe6a7689372921b84c38dcd4c333896b87e9dac55db34c7518b3a841481ed9

Observation 10f48671-aec5-42fc-82cd-6d0bf3a236bc · outbound

This paper cites Learning a latent search space for routing problems using variational autoencoders,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning a latent search space for routing problems using variational autoencoders,

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:07.002116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e913bd69-6bdc-41bd-95ba-d91219d2adf5 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Generalization of neural combinatorial solvers through the lens of adversarial robustness,

Reference 22

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raw_fallback, observed 2026-08-09T10:38:06.992102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.179079Z digest=sha256:c2e3fd3b55e44b0733691736b8ab4715eea866206bab950d018b9cccd3d3b02d

Observation e87d0f5d-ede3-4f1f-9008-da2d2ac0ae89 · outbound

This paper cites Learning plaintext-ciphertext crypto- graphic problems via anf-based sat instance representation,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning plaintext-ciphertext crypto- graphic problems via anf-based sat instance representation,

Reference 23

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raw_fallback, observed 2026-08-09T10:38:06.982567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.182813Z digest=sha256:3c297b8c31894ca42c64594f26e284d7d5967e1b2d1654000fc4ec7756f76f44

Observation 4b58e5ef-b636-4b34-910f-e75ba280632b · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning 2-opt heuristics for the traveling salesman problem via deep reinforcement learning,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.971357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.186677Z digest=sha256:828433f66d041f30bd84bd954cdf8153da2a0f169ee1604b83c9bea06c565a39

Observation bfa167b1-1fb2-457e-9c8f-8b76e2b11233 · outbound

This paper cites Learning improvement heuristics for solving routing problems,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning improvement heuristics for solving routing problems,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.960264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.190728Z digest=sha256:41706f3e3d58b29c42397f26ae006f3ccbfa40185d79130e9c46bab4a4654a3d

Observation 1157a815-6704-4897-808b-2cc1f72a1357 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning to perform local rewriting for combinatorial optimization,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.948442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.194827Z digest=sha256:16bfcc84872e0110a1722775f5451a66aaac0856ed1f55681b01f6b17d1f63bf

Observation d4b4b91b-88d1-414f-aabd-30bf4acd78d1 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning to delegate for large-scale vehicle routing,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.937346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.198964Z digest=sha256:0b2075bf5397f26c7c4ef5e181a4f22b01c17022043d753344cf3b876ac8e405

Observation 6cdfaa74-d3f8-4692-b129-9c349a40704b · outbound

This paper cites Generalize learned heuristics to solve large- scale vehicle routing problems in real-time,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Generalize learned heuristics to solve large- scale vehicle routing problems in real-time,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.926165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.202550Z digest=sha256:9f41a96fb0ec6191794ff5681a1e5254dc020829356dad1252f523e767cede8c

Observation 0db7e847-6675-4caa-84f1-c94bc9d7f55b · outbound

This paper cites The policy-gradient placement and generative routing neural networks for chip design,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization The policy-gradient placement and generative routing neural networks for chip design,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.915525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation cd427253-9278-4d87-b00f-041db8f0df32 · outbound

This paper cites Hubrouter: Learning global routing via hub generation and pin-hub connection,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Hubrouter: Learning global routing via hub generation and pin-hub connection,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.904995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.210351Z digest=sha256:d21d0fd5528340eec7d5f0d0c8138801a47452ca96ec7a3f89e43b7efcbed7b2

Observation c4044eda-d501-4f24-bd70-215b94e36210 · outbound

This paper cites Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with GFlowNets.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with GFlowNets

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.214129Z digest=sha256:4c5b5c26f5819e68fc488d781363470c754bedc5f5e3d2cd5e7046ddcfbda915

Observation 30dee85a-e9c2-4502-b608-aac70804ff66 · outbound

This paper cites Generative modeling by estimating gradients of the data distribution,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Generative modeling by estimating gradients of the data distribution,

Reference 32

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unresolved
no resolver link, observed 2026-08-09T10:38:06.218028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.218028Z digest=sha256:dbd1046087f9027a6c7b3bf4b869761ff96db6290d3aaee8dfcdd277b297a8d6

Observation 78dd55b9-cfcc-4498-aad2-3c391ef5d4ed · outbound

This paper cites Denoising diffusion probabilistic models,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Denoising diffusion probabilistic models,

Reference 33

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unresolved
no resolver link, observed 2026-08-09T10:38:06.221579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.221579Z digest=sha256:77cd7994eb25e73f183b02d999ce0b6db44dd2b9337bb35e8f7112b9c4e62605

Observation cd28e274-4a66-4ce9-96a0-7a4ab004461a · outbound

This paper cites Denoising Diffusion Implicit Models.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Denoising Diffusion Implicit Models

Reference 34

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no resolver link, observed 2026-08-09T10:38:06.224334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.224334Z digest=sha256:f4f189d042a8cf37c58f5c066bb5fd760771f920e08dd9c5151e6043bc8388a1

Observation 263e2858-a878-4c74-9b1a-f27358aa3b5e · outbound

This paper cites Improved techniques for training score-based generative models,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Improved techniques for training score-based generative models,

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.880933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.227765Z digest=sha256:1f5889b26a1cb75ef1736713fcf1185996c1000ef22d2081e7cfeb0e9fd53cdc

Observation d6f2456e-7c71-49fc-ad17-54ea2faa0b83 · outbound

This paper cites Improved denoising diffusion probabilistic models,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Improved denoising diffusion probabilistic models,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.870093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.230514Z digest=sha256:5a75e070a5ef19c7addeb2ab71b598a43855f85528afacc4eae567a90fbd1e23

Observation 59ef7d62-f65b-4263-aee3-fa73fa08c1c2 · outbound

This paper cites Diffusion models beat gans on image synthesis,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Diffusion models beat gans on image synthesis,

Reference 37

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unresolved
no resolver link, observed 2026-08-09T10:38:06.235634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.235634Z digest=sha256:61f382921d6a191058f77489a38b87dfb851c2055e4d53438626813c0a9c7cb2

Observation 0c05f605-7c31-48b5-851f-88792d8c17b8 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Score-Based Generative Modeling through Stochastic Differential Equations

Reference 38

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no resolver link, observed 2026-08-09T10:38:06.238547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.238547Z digest=sha256:e7d113ac579dc569ed8215c1e1cf01427557e29fd9413d884021cd3f2d191d6e

Observation cf2c5a62-d548-4eb7-b252-78fec3b1ae56 · outbound

This paper cites Erdos goes neural: an unsupervised learning framework for combinatorial optimization on graphs,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Erdos goes neural: an unsupervised learning framework for combinatorial optimization on graphs,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.852086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.241593Z digest=sha256:ec83c4506ac5f8609f504de249f99b2233d36b76088a0c3db46bb7782013c404

Observation 867bcaae-6ab3-4b26-a872-5bef57995a33 · outbound

This paper cites Unsupervised learning for combinatorial opti- mization with principled objective relaxation,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unsupervised learning for combinatorial opti- mization with principled objective relaxation,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.841126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.245633Z digest=sha256:568b897f26348c8587a96f3634c8075a6c93853f5a0b49ced0a48c48e486eb15

Observation adbe835e-3b94-4d39-8e58-9a5c3c5f6f4c · outbound

This paper cites A tutorial on energy-based learning,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization A tutorial on energy-based learning,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.830335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.249161Z digest=sha256:b885c7097e9adacac57408eb5f8e262ec7ffe596bf558b4561ce994afe8c8924

Observation 71cf72f2-cd6b-49bd-8984-37de9a2ef0cb · outbound

This paper cites Diffusion models as plug-and-play priors.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Diffusion models as plug-and-play priors

Reference 42

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unresolved
no resolver link, observed 2026-08-09T10:38:06.252765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.252765Z digest=sha256:eeefd88a213d4910b9f053451c3aa2b35fb877012dc675252970114156511cd5

Observation 474d17da-dc87-4493-b5f6-4a7cc050807a · outbound

This paper cites An effective heuristic algorithm for the traveling-salesman problem,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization An effective heuristic algorithm for the traveling-salesman problem,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.818820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.256584Z digest=sha256:bef04bd958c78434f3fbdbe12094957676410f14a77890354e0a87ca11528637

Observation 62985794-6d53-40f5-bca7-6b9ac22e8211 · outbound

This paper cites Concorde tsp solver,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Concorde tsp solver,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.809569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.260670Z digest=sha256:dd0baad2aaedfe945a86e7e37127ae91e5554cc8440e2b365015bdbe3e399e7c

Observation 800581d4-9fa3-475a-bc8a-431128790d94 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization An extension of the lin-kernighan-helsgaun tsp solver for constrained traveling salesman and vehicle routing problems,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.799846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.264403Z digest=sha256:70aa87c8241647496bd39f051edbc8cf452d8b474a4345cc376d29d8f5001fcf

Observation 5c8ccbbd-d2b0-4b78-b802-73bd4d656f8f · outbound

This paper cites A method for solving traveling-salesman problems,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization A method for solving traveling-salesman problems,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.788853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.268115Z digest=sha256:953170866c55d86a241587c3cf2ad7dd02ed50314fcf1d81872fa166215f250e

Observation 61b69a5f-9692-43ec-92be-9867c9879561 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization The Transformer Network for the Traveling Salesman Problem

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-09T10:38:06.272007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.272007Z digest=sha256:cb13d95abf6773566ff42b98e1e4c1661f08267adef2ed1973ed21fc7198ed86

Observation ee5517ae-a553-4e9d-b663-1728969ea61d · outbound

This paper cites Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning

Reference 48

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verified exact
local_arxiv, observed 2026-08-09T10:38:06.423775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.275907Z digest=sha256:684f5adc6a9adb9e31cfdcc6fab1898691ce3d8ac8e11966b7a6bef6c8ea2ac1

Observation 1c6b603d-b646-450b-85a8-c52b9fbe7348 · outbound

This paper cites Gurobi optimizer reference manual,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Gurobi optimizer reference manual,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.778113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.279978Z digest=sha256:e32210cb3e4b0a279db2c7e44625b7bb4e1261c25c5db7c2e2762a324656002a

Observation 98126dde-4fa6-452b-af46-fb39a53a0c42 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning heuristics for the tsp by policy gradient,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.767269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.283731Z digest=sha256:9f575d9ab51e852a1ea98299ecc1cec9f273b08359e03e874ad6076a36966ff7

Observation a0696655-55b9-441f-a60e-f3f3228dcfb1 · outbound

This paper cites Finding near-optimal indepen- dent sets at scale,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Finding near-optimal indepen- dent sets at scale,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.756336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.287873Z digest=sha256:c1006e7fe0ef0cc767c979a209153eefb29c046f3e6396acde7b6146546e3982

Observation a443f128-a655-4b82-aa1f-28a8f413f0e6 · outbound

This paper cites Combinatorial optimization with graph convolutional networks and guided tree search,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Combinatorial optimization with graph convolutional networks and guided tree search,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.745911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.291725Z digest=sha256:7cce347590988c9742c618cc6e414894b5f68ce1607bf8b08410165b6f9d64ed

Observation e208d555-a195-4101-a618-5b4ddc6ad135 · outbound

This paper cites What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization

Reference 53

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no resolver link, observed 2026-08-09T10:38:06.295503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.295503Z digest=sha256:104c24a70b56a0cf743c8d81a62d5b335f66bd71405925cb84713eb83b89ef22

Observation fe6dc9b4-596d-4386-a36a-4f790bbfdd93 · outbound

This paper cites Learning what to defer for maximum independent sets,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Learning what to defer for maximum independent sets,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.735384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.299588Z digest=sha256:9056cb64c2f6f9e4c444b20c72d4ec2eb0b356bd0d84c8ffdc930dbba412f565

Observation 99370155-23f3-496d-9f9b-971f801f6c62 · outbound

This paper cites On the evolution of random graphs,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization On the evolution of random graphs,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.725039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.304034Z digest=sha256:6895be23cd1b772630ddd849d852bf4a4b09d597bd74ec2e322b419ff2685869

Observation afb11de6-2103-4554-9da6-4e0959008b48 · outbound

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

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Graph Neural Network Guided Local Search for the Traveling Salesperson Problem

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-09T10:38:06.308028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.308028Z digest=sha256:0158250167031b1ae1e0d1d06913574c146170b06fd39ea9b94bba986db14b3b

Observation 65c2d610-28ef-4090-b56c-fcfd343139a5 · outbound

This paper cites Satlib: An online resource for research on sat,.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Satlib: An online resource for research on sat,

Reference 57

Resolution
malformed identifier
raw_fallback, observed 2026-08-09T10:38:06.714363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.312168Z digest=sha256:648cb1014689b57618695b48aa72c08ce80fe5c8d5bc8e7f2991d68f0a926dc4

Observation 9ebc535c-8b18-4473-9810-eb4c436c0ebe · outbound

This paper cites an unresolved cited work.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unresolved cited work

Reference 59

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unresolved
raw_fallback, observed 2026-08-09T10:38:06.702990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.316686Z digest=sha256:131884c260c8e1a7ebaa1d4d5f931e75520aef1dd4560196c57e219baafc5942

Observation 1a16b522-f60f-41db-a8bd-958fce9b263e · outbound

This paper cites Limitations.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Limitations

Reference 60

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.691807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.320113Z digest=sha256:bd6eb34dc9e7cdb1f1b7632621bb79a92432764413b8cd95485fc37afafe6cae

Observation 4f98b78c-d6bc-4235-864b-a5169403aafa · outbound

This paper cites 5, and there are no additional theorems needed to be proved.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization 5, and there are no additional theorems needed to be proved

Reference 61

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.680257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.323272Z digest=sha256:9b5a46bbcb46410783fd3bcfd1cd2f5a38864e5a8c539a486e3093df1eafb7c8

Observation f3b68650-6df1-4277-bb56-4cd9e3fb0626 · outbound

This paper cites 6 and Append.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization 6 and Append

Reference 62

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.670486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.326588Z digest=sha256:ab7b01a7fa2d269cb795984a94c990f854b5c29e8bcb8f3df452e5ac563881f0

Observation 9cd9071f-7978-49ec-afd7-97ca6590a075 · outbound

This paper cites Guidelines: • The answer NA means that paper does not include experiments requiring code.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Guidelines: • The answer NA means that paper does not include experiments requiring code

Reference 63

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.661097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.330586Z digest=sha256:b57dadb7c22da9f1786ec85bfa2607f696088e49a1aea72fb9e72ec5df3e6cda

Observation 8197a529-05d7-4d8e-b63a-5d3e3545ba4b · outbound

This paper cites 6 and Append.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization 6 and Append

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.649998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.334277Z digest=sha256:52f9bfa07e736ecb54de5dc82f71e629385a101b8d98185ce317d2a7843c6dc8

Observation 412e763b-8de0-471c-8286-5d9c47f871b1 · outbound

This paper cites an unresolved cited work.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unresolved cited work

Reference 65

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unresolved
raw_fallback, observed 2026-08-09T10:38:06.639693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.337911Z digest=sha256:8f0383f2079b5d5a60c1c6081e26986d98499215c367f47ce097131310494210

Observation 9d47690c-a2e9-4122-abf4-fde7b1d873f8 · outbound

This paper cites an unresolved cited work.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unresolved cited work

Reference 66

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unresolved
raw_fallback, observed 2026-08-09T10:38:06.628557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.341630Z digest=sha256:616223ab431552795a95d87309eeec1ad311ee5db05e8e671d5cb6d12c8bbe8b

Observation 17aefdb4-d6ff-4700-ac7c-146c1feef6f6 · outbound

This paper cites Guidelines: • The answer NA means that the authors have not reviewed the NeurIPS Code of Ethics.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Guidelines: • The answer NA means that the authors have not reviewed the NeurIPS Code of Ethics

Reference 67

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verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.617247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.345127Z digest=sha256:832497c95e0a5ba0762d5cc05759ccd56cfaa9d15fe4b57b770ff2b0f1d7c0bf

Observation 4242f5cf-e7a3-49a1-8385-eae8eef7ef48 · outbound

This paper cites an unresolved cited work.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unresolved cited work

Reference 68

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unresolved
raw_fallback, observed 2026-08-09T10:38:06.605218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.348943Z digest=sha256:a075391f8039d158d9c7f40449a285339587e8fd26f017d5fa700cc2ffc1c73c

Observation 2ce5a743-6021-4407-8279-796f6c782176 · outbound

This paper cites Guidelines: • The answer NA means that the paper poses no such risks.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Guidelines: • The answer NA means that the paper poses no such risks

Reference 69

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unresolved
no resolver link, observed 2026-08-09T10:38:06.352387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.352387Z digest=sha256:7c7451ff45d9220b475b24e1025e8070321306247a8fd993e1d08aa18dbcc659

Observation 035134cf-5910-40fa-9291-96fe711f20ad · outbound

This paper cites an unresolved cited work.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:38:06.587107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 80b937cc-d4ff-4277-9584-8f40d4496c64 · outbound

This paper cites Our source code will be released upon the acceptance of the paper with comprehensive documents.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Our source code will be released upon the acceptance of the paper with comprehensive documents

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.576343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.359329Z digest=sha256:6fea7f5f26eccb81cef3a6c592cb8269b22ab92d2bf95cabc2ae257a04bc2b54

Observation 2d2eaf72-d26f-4a84-b693-a1334556d222 · outbound

This paper cites Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-09T10:38:06.362707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.362707Z digest=sha256:b9352289933ac99b86079773d96421a42d179e021a113a076b66c46c3583560c

Observation e063a180-2dbc-436f-bd8b-b5f3a78c4f40 · outbound

This paper cites Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:06.558585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 4ad99f38-b319-4b1b-a8bf-1aac81942915 · outbound

This paper cites Available: https://openreview.net/forum?id=ar92oEosBIg.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Available: https://openreview.net/forum?id=ar92oEosBIg

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:38:07.073080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:38:06.139129Z digest=sha256:30171c4823fe639a699945abe1e6ea6d595d9974c2e5573735c6650cbf8211af

Pith citing papers

Observation 9ad27796-2a46-4584-8e18-3818708df736 · inbound

GCCM: Enhancing Generative Graph Prediction via Contrastive Consistency Model cites this paper.

GCCM: Enhancing Generative Graph Prediction via Contrastive Consistency Model Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.853161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T11:46:42.010486Z digest=sha256:f0ae004911c77e7563f529dd76c42758c52ff2f8a30ba574c7d6a1c74719548b