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Paper Citation Record · LEDGER

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation

As of 3 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2604.19234.

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

pith.paper-citation-record.v1
2604.19234 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T02:10:26.580964Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-02T06:30:47.504484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:49:59.335976Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

  • verified exact29
  • verified fuzzy0
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0a0a280-6c0c-4974-ad6f-721515175202 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 1

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unresolved
raw_fallback, observed 2026-05-23T00:32:18.952438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

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Observation 9bf3cfa0-5f7b-4d8d-964b-381e2f3cae91 · outbound

This paper cites Training Diffusion Models with Reinforcement Learning.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Training Diffusion Models with Reinforcement Learning

Reference 2

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verified exact
arxiv_id, observed 2026-05-11T20:16:31.427972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:c46250a78682c05c7038f0d36512c8a2f7114407c38bc9e34b1f669a228840f0

Observation b096fc77-336c-4e72-b699-6001d22dd502 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 3

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unresolved
raw_fallback, observed 2026-05-23T00:27:19.034497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:8dfb2b094e67cbb154671b0a81a0ab04c744309bf1801110f725a363bf33146f

Observation ab56e903-31a9-455c-ac78-58f02ce36694 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 4

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unresolved
raw_fallback, observed 2026-05-23T00:27:19.010671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:252f68caf955cf7fc46af0be453ced280639759a37c7821ddef7b854749aed21

Observation 68c10282-e628-412d-99eb-41c584d19105 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 5

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.946292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:4737a9710c19a3d2c267eb887c1628abbfc6c044642c4287973a722827163b13

Observation 13901bb3-5942-48c5-85e4-82a31b7eacbd · outbound

This paper cites MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency

Reference 6

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verified exact
arxiv_id, observed 2026-05-20T03:06:15.930682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:33934bd53c2eba3aa3100b624beeee45bbc2df1d30cfd74bfa654e35aa288053

Observation 5f0fd16e-56e0-4831-9c48-b58986a44b68 · outbound

This paper cites Optimizing DDPM Sampling with Shortcut Fine-Tuning.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Optimizing DDPM Sampling with Shortcut Fine-Tuning

Reference 7

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.306803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:b88a0689f4f41b4e784d48559ffc8fa5648b80a37308173b092335ed712c6b8e

Observation 3d0333d8-496d-46b6-adbb-4a69021f62ef · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.995046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:e30ce59d217bdb22435dda4ff9f18bc910f9062f2fb12c182a26652f56f588a1

Observation 1b9a38ec-4c4a-482b-992f-33a294ee2e56 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 9

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.990670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:22654077dfbf3dc1f090fbb3f2ca189294f56aa5bd22976f14b543ea1bff9d36

Observation 0aa785c4-8f95-4616-8ec8-04faed5c2ab4 · outbound

This paper cites Expand and prune: Maximizing trajectory diversity for effective grpo in generative models.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Expand and prune: Maximizing trajectory diversity for effective grpo in generative models

Reference 10

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.054715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:db46383842b34188af9717f2fe7e1b4ba087d3752d5437cd6fc7d064873d8928

Observation cdd64164-dad9-40c6-afdf-cf95cd0a5981 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 11

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.999697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:95a2ce36fa42a3980ca6b065e6226dd6ffe620469b62981e66f83a19aea8fd57

Observation 43ad5635-4b8c-4a43-a17e-9c8062818ad4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

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verified exact
local_arxiv, observed 2026-05-11T13:16:03.169912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:c4c4c3f575ec9b2d8cd01bdf4deb2728fe07574451edb0f07ec08623e4a1f620

Observation a30ed229-b3d8-4003-8dfa-dd0f93bb8096 · outbound

This paper cites arXiv preprint arXiv:2511.16955 (2025).

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation arXiv preprint arXiv:2511.16955 (2025)

Reference 13

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.298297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:8b667d63c4e32519fbf7b878317d4de3768abb67f43e43d910f3fcfe786e2048

Observation d78ec221-dcfd-4ee0-9b01-c0051b8ad120 · outbound

This paper cites TempFlow-GRPO: When Timing Matters for GRPO in Flow Models.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation TempFlow-GRPO: When Timing Matters for GRPO in Flow Models

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-21T21:52:31.656662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:332852b06bfb80669e24eafe6ed35ad203a942cd3f3251e55f8fa657de98ad03

Observation 1649c847-af35-432c-b465-af1b0e80e1db · outbound

This paper cites VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation

Reference 15

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.101352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:57bd86cdc045fc4a44c79ddbd3c245893300e578dc2dd1c58ac0a3771cb962ed

Observation cf20d392-274f-4b49-8139-0bf98c50a0e3 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 16

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unresolved
raw_fallback, observed 2026-05-23T00:27:19.005446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:46080d35bb80160673ca1bb6544c18c8dd18090e5942b0dcecb205e6f6aee7bd

Observation 60f75dd4-d96a-40c2-a5f2-1d1e3da85580 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 17

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raw_fallback, observed 2026-05-23T00:27:19.020577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:65b8fe3d1cf8ae38cc2d5c19cd8786daa98bd5754d61bcb45445c5860441e285

Observation f1fc2e53-5e93-413e-91f3-2d0ae61292db · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 18

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.966164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:01e678404e1f6a2a59b6e2d44731715884dd4191d32d394cbc447eb53856bdab

Observation 69eeface-4782-4dbc-9496-c568b02d40d6 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 19

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.986924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:9578c60cd7ea982eb32be7ffb2244669808c2c96925d507c71f952cf052966bf

Observation 6a6e71f5-5e6f-497d-9144-1e35092a0619 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.979789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:08a7b7e814370a7d6d6880c1a75882a3dee1794f3862fd55c18623686f4a8b4c

Observation 90700c28-8da6-4ce7-a47a-60532904e19c · outbound

This paper cites MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

Reference 21

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verified exact
arxiv_id, observed 2026-05-13T13:27:50.191417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:68a44600447747a970dee2fb4fb12aca27320183a701d1991d5d94a7f263574a

Observation f1482365-50cf-48cd-a368-7d3c056db61a · outbound

This paper cites Rethinking Reward Signals in Video GRPO: When Scores Become Targets.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Rethinking Reward Signals in Video GRPO: When Scores Become Targets

Reference 22

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verified exact
arxiv_id, observed 2026-07-17T02:21:30.636526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:7937a96826ea5b5faad40161da811947377bf1d195f16123d28d88da578d962d

Observation c6b548d1-d950-497a-b037-709fe5524ff4 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 23

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unresolved
raw_fallback, observed 2026-05-23T00:27:19.016333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:671a0116f98f468bd8bce978e0817d64d315dadd6de83df561db5a76df1166e7

Observation 819705e4-d26b-40e1-9a31-918f9964dc21 · outbound

This paper cites Flow Matching for Generative Modeling.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Flow Matching for Generative Modeling

Reference 24

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verified exact
local_arxiv, observed 2026-05-11T13:16:02.968255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:c80d354e2202e5781b31527107c02e3c52de0ed0faff3a3a888edce7a254c254

Observation 970b7d3c-e3d5-4a91-8517-11e74add62fe · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 25

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.954301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:40ba5b5f20e8d7461bca3c31c59025b0aef694be20a1ed299da9a9ad7a98cc43

Observation f8cce8ba-b5b8-40fa-8e51-893ed467a542 · outbound

This paper cites Improving Video Generation with Human Feedback.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Improving Video Generation with Human Feedback

Reference 26

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verified exact
arxiv_id, observed 2026-05-13T15:30:03.116566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:c8507693309d2dd1e31ada75bb3ff7a9208912877f5c1c9cc8c3a572c1f8a6ba

Observation da3806d5-91c9-46ee-a0c6-af8bb40d99ca · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 27

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verified exact
local_arxiv, observed 2026-05-11T13:16:02.909606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:9648992ede26c7105be9668ea778a03a7af09c6925fcc4eeaf81e521f8e83dc2

Observation dfceabc2-106e-4bbc-b250-e7d94c5e1d42 · outbound

This paper cites Multi-grpo: Multi-group advantage estimation for text-to-image generation with tree-based trajectories and multiple rewards.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Multi-grpo: Multi-group advantage estimation for text-to-image generation with tree-based trajectories and multiple rewards

Reference 28

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.258523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:71ee347b881f0b425698c74e98e43117157370cba9a2f0f92ce890cd66074b7b

Observation b3393aa9-1821-4815-b2da-6350b3c55237 · outbound

This paper cites The image as its own reward: Reinforcement learning with adversarial reward for image generation.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation The image as its own reward: Reinforcement learning with adversarial reward for image generation

Reference 29

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.229345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:91130c835822cbb540a9194563daeab615bec4c67d4686df71de8353c7b64df3

Observation f0b0d507-9839-4f81-9c80-8905fe4093da · outbound

This paper cites Seeing What Matters: Visual Preference Policy Optimization for Visual Generation.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Seeing What Matters: Visual Preference Policy Optimization for Visual Generation

Reference 30

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verified exact
arxiv_id, observed 2026-05-20T00:00:28.383526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:d80ce8506f0edd8b9d7a5fb6db3a28b214c7efd726e97f34ee07a326dcdabdf2

Observation 168ae426-d686-4273-81d9-7e542bfb21ea · outbound

This paper cites Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual Perception.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual Perception

Reference 31

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verified exact
arxiv_id, observed 2026-05-11T13:16:03.215925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:dad43026b022fdbf92ad0b0355c35354c67a929f3a0c1245f7b70e11e3b1413d

Observation 4425c495-1191-4636-8793-344bbcaa9326 · outbound

This paper cites Video Diffusion Alignment via Reward Gradients.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Video Diffusion Alignment via Reward Gradients

Reference 32

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verified exact
arxiv_id, observed 2026-05-11T13:16:02.947272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:e8201983c65eb9d5c8b3054f5b41488495d7f6ceed10c12da1df670a80034191

Observation fd47b12f-ecc5-45fa-8ffd-79687de4666e · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 33

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unresolved
raw_fallback, observed 2026-05-23T00:27:18.962479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:9b2215eceeb27f8cce797844d8b5eb916a352d00f3d9991ceedc09b20b522f8a

Observation 967d05e2-d0b9-4488-bc51-2a4795fa6e7c · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 34

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unresolved
raw_fallback, observed 2026-05-23T00:27:19.025500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:e3c94f79d6f9f9d5bdb95fe183d605b2ada90caddbe5de01c7afda97a85c50bc

Observation 9afacaee-0cfc-498c-8f53-2bee084784d5 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 35

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raw_fallback, observed 2026-05-23T00:27:19.030808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:3b10ab796dc385e3e1820b9cd4fa7855992763002f4c545d24ab88c0d2f7d90b

Observation 35cdce22-327a-4cab-8c9d-f0e0ca8ec07d · outbound

This paper cites Proximal Policy Optimization Algorithms.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Proximal Policy Optimization Algorithms

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-11T13:16:02.958526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:5e5ed19b292568d0ad0bd98efa49a40a611735f16c98ab62503956872c2beabb

Observation b8b9b812-b214-4dcd-b2cc-832fc8c68c69 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.957741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:106f33e3a62dcaf0f87e5eeaab4bb9bf545969b038ed3645e6296abef46f0b33

Observation cf8e5e4a-4828-49fb-899b-9640ef143588 · outbound

This paper cites Denoising Diffusion Implicit Models.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Denoising Diffusion Implicit Models

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-11T13:16:03.207429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:a82efedd93a10fa348764c3d7c34a834a681ef29f15a991f898f90a50a3537cc

Observation f301d44d-7481-4573-9550-0fd858d19c0d · outbound

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

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Score-Based Generative Modeling through Stochastic Differential Equations

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-05-11T13:16:03.018896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:9a2f7ccb0a524e50f57b2c3ee1afd21d6b90ba768ac7c85ccbbb1a75f562e13b

Observation a6484343-fada-4467-8327-03591847257f · outbound

This paper cites arXiv preprint arXiv:2601.21348 , year=.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation arXiv preprint arXiv:2601.21348 , year=

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:16:02.922096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:a8c29b3e20d3742ca438e7574f53e9ad94924e7ad5028e86616748f2fc662cfb

Observation fdf1747b-4766-429c-ba4f-dead6fc63bd2 · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-11T13:16:03.278826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:931ab2ee82f05227a47795a3dba8d60e0e3ee3cf22d846b681c818f211bea3ea

Observation c3c2439a-ef03-4e35-9c5f-3f3c31f03a33 · outbound

This paper cites Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-05-11T13:16:03.037683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:80cd384f3cf833145575b20351c11d952b4e5bfb5d27344bb717148b867da6b1

Observation 9cf3da90-aef3-4804-ab4f-77be43d41491 · outbound

This paper cites VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-16T11:49:14.981353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:6804dd12981b05d5af636e4ea6b5dc29d9eae5912de59a35f83fe74992223b00

Observation 002eafac-00fb-4dd2-9ca3-acbe2b3062c5 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.974344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:113840560267edf79de1c77f0e1d8559eaf1c87888a21dcb1cbd337b3d9e7daf

Observation 6c58b0c9-104d-4ea3-a729-fd43de9cff2b · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.969992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:510869f5c242e5ef4221223f1b10c9673523b89f8f5b2e4e703b11aba2b8d9f8

Observation aa2feedf-3034-46fa-a690-5fc526e84233 · outbound

This paper cites DanceGRPO: Unleashing GRPO on Visual Generation.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation DanceGRPO: Unleashing GRPO on Visual Generation

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-11T22:28:29.121023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:50177fa9b66acd51ede12485aed447efa4dbec3f35ec5ebaad944e859937e0bd

Observation 559ae39e-cf6a-47f3-8894-3f3001cb512e · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.950920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:987919a86d62356138253f7b3b9e101e5e1a5077d9fb918eeac1718f3bd295be

Observation 6fcae087-5056-4091-9a9b-32e58446d5d6 · outbound

This paper cites an unresolved cited work.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-05-23T00:27:18.942098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:d3fdd583ace1bfce05a23beab36c11a9f63ce2d6364b2df5f4d0154329776025

Observation f7e290e4-5a1a-4014-bf87-c003123e8db7 · outbound

This paper cites book above laptop.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation book above laptop

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:16:03.187945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:bdc1e0f6118551bd9781ab8b0790b4bdeb014c2257cd78d5ca64341379813fbf

Observation 0fdf3918-162b-4ecb-ba8b-31a980592367 · outbound

This paper cites Manifold-aware exploration for reinforcement learning in video generation.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Manifold-aware exploration for reinforcement learning in video generation

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:16:03.198355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:88cf3e9a3341e2739ca1c9caf4bb2d88ae7cf159af3126c3caaf5594caf31096

Observation 45337632-372e-4844-8cde-63fc802ffb04 · outbound

This paper cites Leveraging Generative Language Models for Weakly Supervised Sentence Component Analysis in Video-Language Joint Learning.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation Leveraging Generative Language Models for Weakly Supervised Sentence Component Analysis in Video-Language Joint Learning

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:16:03.285974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:6e49a87928675345cc9db8ab41712eed086252a2787b803b516d13fd71bd132f

Observation ba9c8075-dbed-4991-809e-37302f6caab4 · outbound

This paper cites arXiv preprint arXiv:2510.01982 (2025) 3.

Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation arXiv preprint arXiv:2510.01982 (2025) 3

Reference 53

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T13:16:02.978757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T02:10:26.580964Z digest=sha256:28dba5ccb87c8b85c2f000e80009844395b0df6c65710f5a4f8ded692560b7a6

Pith citing papers

Observation 852eb047-b13c-4ec5-94c3-1989cc655f5f · inbound

Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision cites this paper.

Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision Learning to Credit the Right Steps: Objective-aware Process Optimization for Visual Generation

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-01T02:49:59.335976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:49:59.335976Z digest=sha256:3c0965541ceb6ae4e644528ac4a4c816ddb32a920ecca610e81810ae48596cc6