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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 10 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 2026-08-09T06:31:02.800959+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
  • metadata mismatch0

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 2026-08-09T06:31:02.800959+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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.100160Z digest=sha256:c43e3f6a1c8a3e78134d24b6ed228a87fbcf53cd60eab866279d4b2fedbfb5bc

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:a84c856830715b0c0cd6b1ec60b3ab34cc0e95d0b59d5c0072f93a1b103d6b50

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.109529Z digest=sha256:61ecf32164359a5a20bbd48f5129b4af0e0636d8cd22f91c71a147f97a7676b6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.113566Z digest=sha256:782c5ee693b8eb420e0942d124e96b5e85ff257d8173b819acfb3d6651c0fc5b

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.117765Z digest=sha256:82f5212459d19192b254c9e0ff1fc15255286f2a3880965fa4085ad90bb23f6c

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.125751Z digest=sha256:46549af2faef954de214e61528b31d2d1d967382983953445ae14df0b81f4c3f

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.129395Z digest=sha256:707323640cb63f98438c8142593ab48157966a0f1d94b14bcb238b3b3180a841

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.135605Z digest=sha256:58ea49d88ec004319ef80638e04ca132f37785ceeba542d336c322d55f3af135

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.142371Z digest=sha256:44c9b2a4713e5a867ffd44705440dffbaab7b51087bc2a673b67bc238b1d90c1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.145507Z digest=sha256:b1c603414a198f6e999fb53e9b6aaed7882774c7da0cc6ded04c06d3fcded40e

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.

source=pdf_text observed=2026-08-09T10:38:06.148517Z digest=sha256:fb1b96511940c00d300f32a7a0524a92be9e915a40d9e8a4a7b12a7b5f160fd2

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.

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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.

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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

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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 2026-08-09T06:31:02.800959+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

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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 2026-08-09T06:31:02.800959+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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.171584Z digest=sha256:2678753e973aa2bf7e9a643ac56501e50370976204019d8ddd8a8464c15335d9

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.182813Z digest=sha256:84ee142342c9c0bc947c3f7dbfbcd22c08ee59fb8cc185930d7724ae158b5586

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.186677Z digest=sha256:075586afe7a43ad8f5b99ccd32162999999733f2331956afea7c4c617f873582

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.190728Z digest=sha256:6495e16e880c257713d431a7c2439e94721ed0dbd73138c27f4c6deccf0704d6

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

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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 2026-08-09T06:31:02.800959+00:00.

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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

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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 2026-08-09T06:31:02.800959+00:00.

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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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.202550Z digest=sha256:5179ed98d758566ce972444c9683d9e5264fbedaa11a058d5c11866e1876af12

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.206216Z digest=sha256:ca4219cd9e97157da9718e6d57c45ece05e8ad28db4e2f0f79784ca58b9a0a81

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

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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 2026-08-09T06:31:02.800959+00:00.

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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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no resolver link, observed 2026-08-09T10:38:06.214129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.214129Z digest=sha256:1c0431461fe0ed8c818e2a80b0c89630dd1fcced88740a18fc83c5dc4b717c68

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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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=sha256:8b6af6241b392119f8d10f7ae0acddedaeebd8bc90417eff6b89a23690106094

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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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=sha256:4e4784a66af13773c84994485ea529bc727a4acac8b5f14305e43ed2887f61aa

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=sha256:7c39fd5a1d27fc4eb61d84e37651e1b1c61ab9f5d1f7e7cc9962f29d7b8e0ee0

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.227765Z digest=sha256:b1507409f32d23982b3ec69fc91de9daffe467574e97571e38517f6804b0eacf

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.230514Z digest=sha256:210d4719f369c6c4b8817c38904de3adb10aecc4008b4e652aa9764e583753ce

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=sha256:95771ec0c10b63ddd6fa468504950cd0bff59637356599ad08c427fc8d557c21

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:df3f65f7f6c9038629f1fcf8341f3fd93a322984d857a6886a44527bbb9dfd03

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.241593Z digest=sha256:796f2a08c06e426c52ed558969fb682c91b75247caaa66070cf000fd76d7679c

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.245633Z digest=sha256:e6a6a53406489b2092f2ee6f8110b34058843a510e74648970d9e7019895b61f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.249161Z digest=sha256:d9e37ed226cde8de9a0b5453cccc6092c2b7ba2c93d1c2b8b7a6ef6b9d4b7dd6

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=sha256:4c57a02fbcb338f58dbedebbfe96f08fab05e9c783bc2fd78a69969e544e108a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.256584Z digest=sha256:7ed8595f430b1028f8602c61479f32c1e1f89f9ee27c8bf841c3ce00a5747dea

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.260670Z digest=sha256:acd144f2921161cdc947f295ffe8ca818296530d1c11bb1208c6108ab85ccf79

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.264403Z digest=sha256:90c001d7b944d9bde31f6a75942b1f8458f45ee68427defddd1b22338f342533

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.268115Z digest=sha256:7b281288c287539aa4d36a0da0aef5efc648ce49c4a51df838c73a699d3238ef

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=sha256:0d4e44581c244c426ccb2fb0b5973ae31b3466e7fab96ceac164ebbf08456871

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.275907Z digest=sha256:dbcaf2529ab10b68adc5dbff92a1406f17662392692641929a93d9e731e9ac79

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.279978Z digest=sha256:de9c02fb2865c40d88c123d8dc29f0378b913903a23a317fe252c2fc83ed269e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.283731Z digest=sha256:9bb4ba3ef13e61cf638d74f7987e2e86dd09f53c1c7601f16694e22568821aa5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.287873Z digest=sha256:d5ae960e58a4261a327c0f6a98e986414d25d2dcf77e720ce641dd633bc13534

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.291725Z digest=sha256:a2f39071992736f15f4ffbdb7cae89c0fce82510579e67784cea0cf770dc07ed

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.295503Z digest=sha256:298c8cbdc61fe2ae7ef019ed17c0663ad0eee639d65b00090c845e43be7fe0bb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.299588Z digest=sha256:9804ef4f18b65ed0296e5e00b52a7784d252636a164bde16a2ad4962a51d99b1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.304034Z digest=sha256:db034618107776fa1ce1c8c13a47c04ebb0a7a054d25a52dc3ef45ec3163dc9a

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

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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=sha256:0749938d2e7421d82f899933b7ff8e3dca7a790db6e4338cacb1e03a6ac3cace

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.312168Z digest=sha256:4c529b2950d2246800be69ff9e07ccdcc6576ee7858a148ec508ecec325d5942

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.316686Z digest=sha256:672b348c1a278f98afe924fefe23ed5477ed61622b16a6aece56034247c5ee73

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.320113Z digest=sha256:eb4f2953957aa70bf5090bda109e3d37f8d4f407de5ed961d20bf74273ae8203

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.323272Z digest=sha256:3cc3cf100ef2ae51d3bd3e9a45b541afe6b34f151637289b59cb61753264ee5a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.326588Z digest=sha256:96c56062b9472aa8cb377719d235235ece37eb1df9ac5deef58ee1d44d70f88a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.330586Z digest=sha256:3f8d9ac37ceb074bf5db68ada8de640a1c71787741892630411e7d8a09e6d154

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.334277Z digest=sha256:90a5223c027c37810080a35b3c6035d8ec26a63a9c154203fe23d6e72b0de59a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.337911Z digest=sha256:7b1c7d571dc737c63cdb6d2b3abf8f9ea451d9821b7081eb199f259bd3fdcf44

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.341630Z digest=sha256:80019a5b43b660443cc7e78bd060c487d61ce086e327aa2efe055017b340593c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.345127Z digest=sha256:a3e3dd98a6dd2eda9b456e94d5b6df70a63ffb3b60cab0ff8f3d9fd779bbde38

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.348943Z digest=sha256:333ea95b913f1c8be0626efdb97faea77140a568a33c69d71c4450f82c79ac1b

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=sha256:1820df510d0bf748a8423ac78392162d589f7163e24e363f0f5f9ed2ef67412d

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-09T10:38:06.359329Z digest=sha256:53f0040b8713a4e8d63dd96cb1a08487e3cdbe0709c6b20b3ef7121dbac4db6e

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=sha256:0587ae382d3c0be7b98845e92ebd97e0a8355bb8f028f7e09542dee30cfb980c

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

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