Paper Citation Record · LEDGER

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching

As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2606.02179.

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

pith.paper-citation-record.v1
2606.02179 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T15:49:27.774550Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T01:32:42.667722Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

verified exact2
verified fuzzy0
unresolved32
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9d260cec-e2f4-4a86-a4b3-05a230099c46 · outbound

This paper cites Girshick and Pieter Noordhuis and Lukasz Wesolowski and Aapo Kyrola and Andrew Tulloch and Yangqing Jia and Kaiming He , bibsource =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Girshick and Pieter Noordhuis and Lukasz Wesolowski and Aapo Kyrola and Andrew Tulloch and Yangqing Jia and Kaiming He , bibsource =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Unavailable: canonical work link unavailable.

Observation 85296d0f-516b-4066-bb3e-d192a9db2d2a · outbound

This paper cites Diffusion models beat GANs on image synthesis , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Diffusion models beat GANs on image synthesis , volume =

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 3915c63f-f338-4815-a637-d71e92136287 · outbound

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

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Argmax flows and multinomial diffusion: Learning categorical distributions , volume =

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 88305f0b-a6b3-4c43-bec0-bd8234a50b35 · outbound

This paper cites an unresolved cited work.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation de479235-9fdf-4e47-9d72-40e000a152d2 · outbound

This paper cites Neighborhood Attention Transformer , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Neighborhood Attention Transformer , year =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 7ad71b83-5ff6-4741-a8fe-fef0fc43a650 · outbound

This paper cites Classifier-free diffusion guidance , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Classifier-free diffusion guidance , year =

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 74a578a1-89e9-4acb-9cca-09f5a46b0c2e · outbound

This paper cites Diffusing the Optimal Topology: A Generative Optimization Approach.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Diffusing the Optimal Topology: A Generative Optimization Approach

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-28T15:52:21.129937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3d9a06df-481a-464a-bd5b-8407288faa5b · outbound

This paper cites Aerodynamic design via control theory , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Aerodynamic design via control theory , volume =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation be19173e-02b3-4e15-b7da-3572b642d18c · outbound

This paper cites In: 2023 IEEE/CVF International Conference on Computer Vision (ICCV).

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching In: 2023 IEEE/CVF International Conference on Computer Vision (ICCV)

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T15:52:21.133790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8fce5865-e489-46d9-8329-51515bb48ab2 · outbound

This paper cites An introduction to the adjoint approach to design , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching An introduction to the adjoint approach to design , volume =

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

Source-reported events for the cited work

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Observation 87794496-b2b1-467a-aa43-ce2b95dd38b3 · outbound

This paper cites and Giannakoglou, Kyriakos C.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching and Giannakoglou, Kyriakos C

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 03fe046a-3a35-4e44-b5ba-6fe20a552628 · outbound

This paper cites and Sigmund, Ole , publisher =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching and Sigmund, Ole , publisher =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 1fbbe8dc-14fd-48d2-b26e-802a45081dd5 · outbound

This paper cites Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model , journal =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model , journal =

Reference 13

Resolution: verified exact; doi, observed 2026-06-28T15:52:21.126497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 93a91d59-c66e-45fd-a4dc-60aa3d9c2342 · outbound

This paper cites Diffusion models beat.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Diffusion models beat

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 25e398c6-6fe3-4491-9075-548bede1f5cc · outbound

This paper cites an unresolved cited work.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation e772c0b7-7fc3-4c44-8b85-c4684c614136 · outbound

This paper cites an unresolved cited work.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 3200a547-0626-4a85-b91e-b556bf876c13 · outbound

This paper cites Flow matching for generative modeling , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Flow matching for generative modeling , year =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 95b0ff7b-0aee-4c63-a6ca-e379bafc8ade · outbound

This paper cites Holzschuh and Qiang Liu and Georg Kohl and Nils Thuerey , bibsource =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Holzschuh and Qiang Liu and Georg Kohl and Nils Thuerey , bibsource =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e111188-c991-48cd-97ba-f180489b6a5a · outbound

This paper cites Topology optimization approaches , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Topology optimization approaches , volume =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

Source-reported events for the cited work

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Observation b85e031f-32d3-49b1-80dd-a4d3fe0266f4 · outbound

This paper cites Structural and Multidisciplinary Optimization , volume=.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Structural and Multidisciplinary Optimization , volume=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 1c59795b-f97e-4a93-affe-102b728d1c07 · outbound

This paper cites and Rozvany, G.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching and Rozvany, G

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 43549fb8-a825-4448-9737-662ae1458636 · outbound

This paper cites Neural networks for topology optimization , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Neural networks for topology optimization , volume =

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

Source-reported events for the cited work

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Observation 6f533ad7-e840-4680-b369-e861d2ec06d3 · outbound

This paper cites A hybrid adjoint approach applied to RANS equations , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching A hybrid adjoint approach applied to RANS equations , year =

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 419384a4-6545-44e5-95d8-23f3d5d6fc88 · outbound

This paper cites 1989 , publisher=.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching 1989 , publisher=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 305d127e-587f-4298-b412-cb1dd290c5a2 · outbound

This paper cites Adjoint equations in CFD: duality, boundary conditions and solution behaviour , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Adjoint equations in CFD: duality, boundary conditions and solution behaviour , year =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

Source-reported events for the cited work

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Observation 867298b8-7102-4e30-9da1-88275c9b3868 · outbound

This paper cites Topology optimization of turbulent flows , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Topology optimization of turbulent flows , volume =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 0c386385-08eb-44ab-bc59-e7cea3eeefda · outbound

This paper cites U-DiTs: Downsample Tokens in U-Shaped Diffusion Transformers , url =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching U-DiTs: Downsample Tokens in U-Shaped Diffusion Transformers , url =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 8226691f-d0d9-4987-a69f-deaaff28776b · outbound

This paper cites The method of moving asymptotes—a new method for structural optimization , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching The method of moving asymptotes—a new method for structural optimization , volume =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 95fcf35a-b78f-4dc7-93fc-0798ff08125c · outbound

This paper cites Adjoint-based shape optimization constrained by the Reynolds-averaged Navier-Stokes equations , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Adjoint-based shape optimization constrained by the Reynolds-averaged Navier-Stokes equations , year =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 3713aba2-50b3-41ff-b519-850d37496c0e · outbound

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

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Structured denoising diffusion models in discrete state-spaces , volume =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 22213751-0a40-4d9a-88ea-11c37b5f2627 · outbound

This paper cites Denoising diffusion probabilistic models , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Denoising diffusion probabilistic models , volume =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation 8e2263b8-b5ff-421a-9bde-ef26b61b0cbf · outbound

This paper cites Computer methods in applied mechanics and engineering , volume=.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Computer methods in applied mechanics and engineering , volume=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation aafa4c47-2fcd-474f-9ac1-82780a0ad483 · outbound

This paper cites On the handling of turbulence equations in RANS adjoint solvers , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching On the handling of turbulence equations in RANS adjoint solvers , volume =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation ab70f5f5-e99b-46e0-ac27-88068d4302d0 · outbound

This paper cites TopologyGAN: Topology optimization using generative adversarial networks based on physical fields over the initial domain , volume =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching TopologyGAN: Topology optimization using generative adversarial networks based on physical fields over the initial domain , volume =

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Observation b1fec13c-03bc-4598-bc3f-5bf34b6a0e93 · outbound

This paper cites Improved denoising diffusion probabilistic models , year =.

On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching Improved denoising diffusion probabilistic models , year =

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T15:49:27.774550Z

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Pith citing papers

Observation 89045aa1-a4c5-4927-a685-4aedb5810fee · inbound

Trajectory-Aware Flow Matching for Topology Optimisation cites this paper.

Trajectory-Aware Flow Matching for Topology Optimisation On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T01:32:42.667722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.