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Paper Citation Record · LEDGER

A Reward-Directed Diffusion Framework for Generative Design Optimization

As of 7 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2508.01509.

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

pith.paper-citation-record.v1
2508.01509 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:39:24.878582Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

71 of 71 outbound references displayed

  • verified exact1
  • verified fuzzy6
  • unresolved64
  • parse uncertain0
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External citation measurements

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Outbound references

Observation ee8b3dd7-6819-45f1-942d-8cffaeeeecb8 · outbound

This paper cites ElMaraghy, H.

A Reward-Directed Diffusion Framework for Generative Design Optimization ElMaraghy, H

Reference 1

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Observation 80c57f26-0b18-4fb5-816f-26a5ba2d2863 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 2

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Observation 251e623e-730e-4c4d-b3e6-17371af31cde · outbound

This paper cites Misra, Design Principles of Ships and Marine Structures, Taylor & Francis Limited, 2020.

A Reward-Directed Diffusion Framework for Generative Design Optimization Misra, Design Principles of Ships and Marine Structures, Taylor & Francis Limited, 2020

Reference 3

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Observation 57f8b78c-c319-46d5-a704-98cbe92cf255 · outbound

This paper cites Zhang, S.-L.

A Reward-Directed Diffusion Framework for Generative Design Optimization Zhang, S.-L

Reference 4

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Observation 02dc5d96-9784-4dad-a60d-6515e34a6275 · outbound

This paper cites Kumar, S.

A Reward-Directed Diffusion Framework for Generative Design Optimization Kumar, S

Reference 5

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Observation 3c384e2a-f55b-45a2-86f2-2d734750bbb2 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 6

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Observation b00898f6-c2f3-4c8c-b75a-c8603328c540 · outbound

This paper cites Regenwetter, A.

A Reward-Directed Diffusion Framework for Generative Design Optimization Regenwetter, A

Reference 7

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Observation 4b882354-62b3-4fe4-8ef5-66f279504059 · outbound

This paper cites Jouhaud, P.

A Reward-Directed Diffusion Framework for Generative Design Optimization Jouhaud, P

Reference 8

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Observation b6b45fed-09de-482c-b441-9c474aadb42e · outbound

This paper cites Park, P.-K.

A Reward-Directed Diffusion Framework for Generative Design Optimization Park, P.-K

Reference 9

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Observation 21e0076d-2064-4ef8-9fea-e49985ae5df1 · outbound

This paper cites Kawai, K.

A Reward-Directed Diffusion Framework for Generative Design Optimization Kawai, K

Reference 10

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Observation 24c95040-bd46-48d0-8a34-285e16d61d84 · outbound

This paper cites Alizadehdakhel, M.

A Reward-Directed Diffusion Framework for Generative Design Optimization Alizadehdakhel, M

Reference 11

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Observation a3074ef6-b31b-4277-bee2-08154a81996d · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 12

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Observation 09e1122a-0fd7-49f6-be8e-715c5216e43e · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 13

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Observation 31f97fa7-b78d-4421-a531-b1742d760f63 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 14

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Observation 2d98519d-6de2-4287-93a4-a1c6fd7fb4e2 · outbound

This paper cites Raissi, P.

A Reward-Directed Diffusion Framework for Generative Design Optimization Raissi, P

Reference 15

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Observation dd47feb3-f77a-43d1-8faa-3afe12c70257 · outbound

This paper cites Fourier Neural Operator for Parametric Partial Differential Equations.

A Reward-Directed Diffusion Framework for Generative Design Optimization Fourier Neural Operator for Parametric Partial Differential Equations

Reference 16

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Observation b9c7fe8a-0ea5-4cee-822c-deb2e56da2fe · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 17

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Observation 910170b4-bdc6-4ed9-be9b-f4f0163b144c · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 18

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Observation 3cd7aaa2-cab3-4f1e-815d-928fb42c3044 · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 19

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Observation 4c1cb38c-33b5-4533-9607-a05a2f561a3d · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 20

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Observation 1f4ca2e1-a9e3-4ddc-b283-20b534fe9d2a · outbound

This paper cites Generative Thermal Design Through Boundary Representation and Multi-Agent Cooperative Environment.

A Reward-Directed Diffusion Framework for Generative Design Optimization Generative Thermal Design Through Boundary Representation and Multi-Agent Cooperative Environment

Reference 21

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Observation 2b325f4a-c26f-43ef-8b6a-45593ddc9076 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 22

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Observation e17b5a63-139b-42da-be0b-713bcf2af50c · outbound

This paper cites Baque, E.

A Reward-Directed Diffusion Framework for Generative Design Optimization Baque, E

Reference 23

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Observation 50856281-1038-4002-a7a5-a135fe1e6eac · outbound

This paper cites Regenwetter, C.

A Reward-Directed Diffusion Framework for Generative Design Optimization Regenwetter, C

Reference 24

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 25

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Observation 7d8919f3-6259-428e-836d-9ae80629f12e · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

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Observation 64b87843-d490-4782-8f30-26ba93a056d4 · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 27

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Observation c81c0052-b1ee-4dac-94b6-332f78991ca2 · outbound

This paper cites Azizzadenesheli, N.

A Reward-Directed Diffusion Framework for Generative Design Optimization Azizzadenesheli, N

Reference 28

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Observation 9452dcec-0dd7-46ec-a42c-42488a93e2ca · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Shukla, V

Reference 29

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Observation f46d2b48-cba5-48d1-b2be-63fb018ce18e · outbound

This paper cites Deep neural operators can serve as accurate surrogates for shape optimization: A case study for airfoils.

A Reward-Directed Diffusion Framework for Generative Design Optimization Deep neural operators can serve as accurate surrogates for shape optimization: A case study for airfoils

Reference 30

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Observation cbc0b44b-c2ee-442f-a588-d2939137ca82 · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 31

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Observation 652eedff-c05f-4514-bfb9-86eb843c9554 · outbound

This paper cites Horie, N.

A Reward-Directed Diffusion Framework for Generative Design Optimization Horie, N

Reference 32

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Observation 70f0756a-b008-4e10-9520-7011f542c4ea · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 33

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Observation 47a5697c-3183-4cc4-91a3-3cbf7693c6eb · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization A Graph Neural Network Surrogate Model for Multi-Objective Fluid-Acoustic Shape Optimization

Reference 34

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Observation 66dc1044-251a-4d72-9238-49e432808b12 · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 35

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Observation 4388232b-6ee5-4708-a806-fc75b6aafc9f · outbound

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A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 36

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Observation 8dbb8bb3-a39e-4510-9d31-d07997f16468 · outbound

This paper cites Conditional Generative Adversarial Nets.

A Reward-Directed Diffusion Framework for Generative Design Optimization Conditional Generative Adversarial Nets

Reference 37

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Observation f7947d0b-6939-4b8e-b5b5-c1dcb4a1fd2c · outbound

This paper cites Auto-Encoding Variational Bayes.

A Reward-Directed Diffusion Framework for Generative Design Optimization Auto-Encoding Variational Bayes

Reference 38

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Observation 1e9880e2-38b0-49c6-87ea-8c5d4bb6eeb1 · outbound

This paper cites Zhang, Z.

A Reward-Directed Diffusion Framework for Generative Design Optimization Zhang, Z

Reference 39

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Observation d43a7bce-03e9-4a9f-93d3-b162a28c3bb2 · outbound

This paper cites Sohl-Dickstein, E.

A Reward-Directed Diffusion Framework for Generative Design Optimization Sohl-Dickstein, E

Reference 40

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Observation 60de8d34-84fd-4117-8db3-1c0a3fd811ad · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 41

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no resolver link, observed 2026-08-06T05:39:22.279767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:22.279767Z digest=sha256:fd3cbfad9229307640418b256dd7cac7c4dc2b7b86e45789d6d71c7e54b8b950

Observation 6a62642b-5ba7-4785-a886-1d61513b5bfd · outbound

This paper cites Kotelnikov, D.

A Reward-Directed Diffusion Framework for Generative Design Optimization Kotelnikov, D

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:39:27.462512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:22.376788Z digest=sha256:58cd1892f5a7172f50e49eda64a2a00e0e163418fb2d268336754da5cdaf58c6

Observation 2b5ae98f-9f82-4dda-8bd9-2492c144a410 · outbound

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

A Reward-Directed Diffusion Framework for Generative Design Optimization Score-Based Generative Modeling through Stochastic Differential Equations

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:22.694393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:22.694393Z digest=sha256:e1adce2c38f36e2ac35acc13866713b2bcbacb81e402047ff51f142126a27726

Observation b9b90c77-cbea-486c-a212-487a253e2f83 · outbound

This paper cites Dhariwal, A.

A Reward-Directed Diffusion Framework for Generative Design Optimization Dhariwal, A

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:22.777843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:22.777843Z digest=sha256:eeaff9fa657cd9f7f369bd0e1dc843c2cef7c236fbbbe9845529c072e2e4275e

Observation 9ab22c64-03f7-487c-adcf-9553fb48c5ce · outbound

This paper cites Diffusion Model for Data-Driven Black-Box Optimization.

A Reward-Directed Diffusion Framework for Generative Design Optimization Diffusion Model for Data-Driven Black-Box Optimization

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:22.853514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:22.853514Z digest=sha256:b495bbd170fc31eb8b4bf7bf98a20394918712d593ceb7efa1000967a3102fbc

Observation a481c835-5b5b-4c93-8bfb-58cfb8ca43a2 · outbound

This paper cites Krishnamoorthy, S.

A Reward-Directed Diffusion Framework for Generative Design Optimization Krishnamoorthy, S

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:39:27.439122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:22.942557Z digest=sha256:c30d7d706623e0730d20ef5997ca0eeabd2108a8a3264061123b3459a61048c8

Observation e3dee51d-d9c9-4592-b4d6-debad4019f45 · outbound

This paper cites Classifier-Free Diffusion Guidance.

A Reward-Directed Diffusion Framework for Generative Design Optimization Classifier-Free Diffusion Guidance

Reference 49

Resolution
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no resolver link, observed 2026-08-06T05:39:23.005042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:23.005042Z digest=sha256:bbcad3fadf951beff253f2cefc67aa328e279b79bca02085aa10b890f754b5d0

Observation 050f5875-46d9-4d2b-9691-6004b54370ef · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:27.426054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.095577Z digest=sha256:9abd92e7e1c707b807970dbb1ae209ea3a916ac41c344f15d0270bfb3efe79b3

Observation d982176f-58d4-4129-a33d-7372a6f88c01 · outbound

This paper cites Diffusion Models Beat GANs on Image Synthesis.

A Reward-Directed Diffusion Framework for Generative Design Optimization Diffusion Models Beat GANs on Image Synthesis

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:23.200352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:23.200352Z digest=sha256:a851b23c48e658e9922bf86a263e24dec8f723e3e39537e4f3a2200c5fd94d8a

Observation bc141221-7e0f-45ae-9a55-5f67a5e997fd · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:27.412159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.273538Z digest=sha256:1304cb50931fa98d048969a65c05dfc916c8a8228344f6f902ea77aad232a7ae

Observation 7edcb536-870e-4dc5-95a6-9e3975425645 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:27.399004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.375840Z digest=sha256:337542a3dfa9398412aa3ae125b796d51073c2e6b709fffbd06ec7de7994d49b

Observation eb0a02d8-dd34-4fec-a711-ece91b78729d · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:27.356604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.480796Z digest=sha256:0a4792330d9136b6b736d7b52ee8a88ca526401d3f8c7d8a9c666b6c3a0b4e81

Observation 981735ef-ec2d-461a-a66c-855f2b9295bb · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:23.538374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:23.538374Z digest=sha256:019c61f9425a9ca97f77ff139497159ebc1d99a9d912fcee855b17935dab74b0

Observation c70eb651-4ca8-4555-a3f1-8f42b262bd2d · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:26.999189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.631723Z digest=sha256:c954bd28a0e081095ecc065183b778179311cb28e8c091faa35428e61cff3be8

Observation 293cd9d4-123e-4190-b3ae-386682f6d23d · outbound

This paper cites Norouzi, S.

A Reward-Directed Diffusion Framework for Generative Design Optimization Norouzi, S

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:39:26.698119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.682556Z digest=sha256:e02d227c787f34c20a5b38f984d517907a3fb1433e79d37a2e8e0deb7e28036c

Observation 59a4662d-0a86-47c7-88b2-e6a9c054b7e8 · outbound

This paper cites Peters, K.

A Reward-Directed Diffusion Framework for Generative Design Optimization Peters, K

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:39:26.398733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.746301Z digest=sha256:49a3417f4d11c90a6d8abff9697ba405c7fb3ace7ddfbdae181768569bec2d5e

Observation 4b366c7e-a379-4258-968e-7d0266712ce7 · outbound

This paper cites Uehara, Y.

A Reward-Directed Diffusion Framework for Generative Design Optimization Uehara, Y

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:39:26.259360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:23.803816Z digest=sha256:1f8c8493f0a658b696459d9aee10e9223aa6ba58e6b11efde86fa72ac33631a4

Observation fb1120ee-ca89-419c-98df-5c3ea740c772 · outbound

This paper cites Bridging Model-Based Optimization and Generative Modeling via Conservative Fine-Tuning of Diffusion Models.

A Reward-Directed Diffusion Framework for Generative Design Optimization Bridging Model-Based Optimization and Generative Modeling via Conservative Fine-Tuning of Diffusion Models

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:23.852399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:23.852399Z digest=sha256:22531cc2d3cd96c9b3c1ecf84116bad869d26d479b17c5e133b17d892300bb82

Observation 79e972f8-d69b-4492-81a9-ad9a3a57f09a · outbound

This paper cites Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning.

A Reward-Directed Diffusion Framework for Generative Design Optimization Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.007194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.007194Z digest=sha256:c72327ecf0e9d3b1e001bbbd98bb654c67cde51bb8ce6330dd93158ea563df85

Observation edef968b-9cb8-4932-b745-abe9736544b5 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:26.068088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:24.113739Z digest=sha256:34c5e8211f2599d7cef71c2c78fe4629235addbea00a7f264a09066abb3ae96a

Observation 5ef9c41f-dde5-4d0d-81fa-00f25db50783 · outbound

This paper cites Towards Controllable Diffusion Models via Reward-Guided Exploration.

A Reward-Directed Diffusion Framework for Generative Design Optimization Towards Controllable Diffusion Models via Reward-Guided Exploration

Reference 64

Resolution
verified exact
local_arxiv, observed 2026-08-06T05:39:25.094259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:24.176719Z digest=sha256:a6eee85273f725011d9fe064b0b2fd011403d4550051a1158205b8b610a4a577

Observation f3047f89-b76e-4774-8988-34d3227a6501 · outbound

This paper cites Understanding Reinforcement Learning-Based Fine-Tuning of Diffusion Models: A Tutorial and Review.

A Reward-Directed Diffusion Framework for Generative Design Optimization Understanding Reinforcement Learning-Based Fine-Tuning of Diffusion Models: A Tutorial and Review

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.245728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.245728Z digest=sha256:8fc3f4291c01a8446f011c4dde3e3534a9c7b523192bc4548ff246f8c2270392

Observation 02c7d371-e323-46f6-861c-a6fd48c51e21 · outbound

This paper cites Derivative-Free Guidance in Continuous and Discrete Diffusion Models with Soft Value-Based Decoding.

A Reward-Directed Diffusion Framework for Generative Design Optimization Derivative-Free Guidance in Continuous and Discrete Diffusion Models with Soft Value-Based Decoding

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.334518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.334518Z digest=sha256:e2bf5436c45a2048ca54ee60ab976cd74a4947adb5fcf059ef9134ba991281c2

Observation 2f22ca21-a72a-488e-ae5a-1d91f8f0ff30 · outbound

This paper cites Heyrani Nobari, W.

A Reward-Directed Diffusion Framework for Generative Design Optimization Heyrani Nobari, W

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T05:39:25.913729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:24.413757Z digest=sha256:90d1fb3bd981db68e26639fa1cb43076345fee111b3d5141319385837b6f5cd0

Observation a4e3b491-ace2-459c-b78c-07ace799ae03 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:25.739517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:24.469914Z digest=sha256:601e671a1b944d7ad60ed1a9046e1580c9d122344bc29269f060d11d68ad1edd

Observation 0be2794a-1e48-4d48-ac49-7eb744df7a78 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:25.587258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:24.559094Z digest=sha256:8f280ec514f719d784e7ba2a67c97638c9606ab0e5420ec6f86868af6e5ab8e7

Observation 3e9531c5-6d75-4e9c-b18c-9d6d4c6bce63 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-06T05:39:25.426526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T05:39:24.617136Z digest=sha256:415559dea8c856e824090279ea10b2194b03e00bc37dc9c16c3dcea22ae50003

Observation 4e5a29a5-3730-417b-9c31-5c2cc417ffe4 · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.664422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.664422Z digest=sha256:4d4777f69074fcbcba6179f873497630296ff41d58398f37026f628efd6e2f61

Observation 04ebad54-2f14-44b5-8ab2-696c3c832f66 · outbound

This paper cites Shwartz-Ziv, A.

A Reward-Directed Diffusion Framework for Generative Design Optimization Shwartz-Ziv, A

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.731028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.731028Z digest=sha256:832df97109c483f3d74a6b189b525a6b6cda1ee0563342aa0f869febab2d58fe

Observation 4e0bb5a6-9a64-4a12-901c-3fe2f2d1e92f · outbound

This paper cites McElfresh, S.

A Reward-Directed Diffusion Framework for Generative Design Optimization McElfresh, S

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.831644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.831644Z digest=sha256:76283f5af8b2f76404417d7bab69a56d5cf54824ca4c7d3c65da46ab6a9dfc86

Observation 70f74f36-c3b9-40bc-9308-913082da81eb · outbound

This paper cites an unresolved cited work.

A Reward-Directed Diffusion Framework for Generative Design Optimization Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-06T05:39:24.878582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:39:24.878582Z digest=sha256:5a3a5aa432c1441afcb98a962dae33cbdfc8a79d97235aa7a89ee8fd53479320

Pith citing papers

No inbound Pith citation observations are available.