Pith. sign in

Paper Citation Record · LEDGER

ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2501.02487.

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

pith.paper-citation-record.v1
2501.02487 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:42:14.436559Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T07:36:45.141025Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a944935b-94cd-48c1-a7f1-59992defe798 · inbound

VACE: All-in-One Video Creation and Editing cites this paper.

VACE: All-in-One Video Creation and Editing ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-16T00:53:54.093474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T00:53:53.855965Z digest=sha256:cda3e65a8913d1858a492a47801b81c26710f986bc97ecb38b50239e70a3bc01

Observation c31e8f92-8623-4cdb-be26-851ae3941116 · inbound

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

Wan: Open and Advanced Large-Scale Video Generative Models ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-22T23:07:14.264874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-22T23:05:32.595632Z digest=sha256:2ec1d1cf9f8829c38781095dc2a1e4ae721bcc9299deb0defb17bb6c8c956f25

Observation 5de8b210-4c60-46a0-891a-11d5a01141e5 · inbound

Step1X-Edit: A Practical Framework for General Image Editing cites this paper.

Step1X-Edit: A Practical Framework for General Image Editing ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-11T14:36:41.831279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-11T14:36:41.467429Z digest=sha256:c7f9f2338019d8a7a42cbab88e5dd8d4b4ad294ac005a5148696b6072571e59f

Observation c95c043c-dbd7-47b4-b9fe-76081ed63852 · inbound

In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer cites this paper.

In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-16T16:07:53.161528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T16:07:53.054355Z digest=sha256:8b0dc6d9b8def0758ce4432692870fc9b346647446eb86f7390c09fb215e1472

Observation f9820b87-3db6-47eb-87f4-8c1858dc9181 · inbound

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback cites this paper.

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T14:42:14.436559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:42:14.436559Z digest=sha256:d329f29997c5f915501f28471dce2b6c4ffe4c3a5e845ae90f0716ef143fd079

Observation 0d1a92ec-5ef3-4e2e-a830-0fc4e02045dd · inbound

Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis cites this paper.

Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T12:53:26.248424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:53:26.248424Z digest=sha256:5d0f49a0210f1846f73f41036705243daf55f9802e7d16bb83b455513bbd871a

Observation 14969342-8e7a-48d2-bf25-e667b7409d4d · inbound

PairEdit: Learning Semantic Variations for Exemplar-based Image Editing cites this paper.

PairEdit: Learning Semantic Variations for Exemplar-based Image Editing ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T05:29:11.340301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:29:11.340301Z digest=sha256:921aac8dc304dc593048da7dfffb3c977d2343394384d9f71d772d75b22474f5

Observation 90db2004-21b5-4604-afbb-596e87e89c46 · inbound

Dreamland: Controllable World Creation with Simulator and Generative Models cites this paper.

Dreamland: Controllable World Creation with Simulator and Generative Models ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T05:26:16.439832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:26:16.439832Z digest=sha256:f39058016a3eb290c738bae430d67cca6615d1bfb0b2092d9ab23f13db431c4b

Observation e418d60b-fe81-41ae-b4c5-e3e8adca9598 · inbound

iDiT-HOI: Inpainting-based Hand Object Interaction Reenactment via Video Diffusion Transformer cites this paper.

iDiT-HOI: Inpainting-based Hand Object Interaction Reenactment via Video Diffusion Transformer ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:00.228866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:00.228866Z digest=sha256:55a17d0eda8c6f7f377578e7ec6663ef9d8a293431b50665a7dd8134ae267529

Observation 4957671e-69c6-4a63-9541-755157b12c89 · inbound

OmniGen2: Towards Instruction-Aligned Multimodal Generation cites this paper.

OmniGen2: Towards Instruction-Aligned Multimodal Generation ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-19T07:52:10.791115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T07:47:34.464711Z digest=sha256:ff65e5873c0e21fa11624b1661d623d6a50bf520cbddc3acf585fcd5685a1c10

Observation 3078f95a-edc2-480c-a580-551e6d7858c7 · inbound

LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs cites this paper.

LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:57.728623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:57.728623Z digest=sha256:f4730aa4a142ae738357d507bb1c40257993a4fcce7c579b2765df6e830d26da

Observation 3701e39a-af9f-43a6-9586-38f2c5d8f78c · inbound

Scale Your Instructions: Enhance the Instruction-Following Fidelity of Unified Image Generation Model by Self-Adaptive Attention Scaling cites this paper.

Scale Your Instructions: Enhance the Instruction-Following Fidelity of Unified Image Generation Model by Self-Adaptive Attention Scaling ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:24.022111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:24.022111Z digest=sha256:1ae65ef478f409e6de95f00e7cf67e2bab41dd6c6a314d67d195dbd9430d3d16

Observation a2537c12-d1f1-4db6-9e76-cd8831d940c5 · inbound

NanoControl: A Lightweight Framework for Precise and Efficient Control in Diffusion Transformer cites this paper.

NanoControl: A Lightweight Framework for Precise and Efficient Control in Diffusion Transformer ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T20:30:37.718739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:30:37.718739Z digest=sha256:2c6b5da9c9e8f14e1eb73abe39715b4f467b41e51e816b04d84f12108e2dc267

Observation 538b946e-6238-44af-95eb-ae33454d1157 · inbound

Identity-Preserving Text-to-Video Generation via Training-Free Prompt, Image, and Guidance Enhancement cites this paper.

Identity-Preserving Text-to-Video Generation via Training-Free Prompt, Image, and Guidance Enhancement ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T12:42:41.194543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:42:41.194543Z digest=sha256:2d52580d9dffdfc0fafa28c9ee104b7ac4d3d1bb304de87eee9340d902d58e6f

Observation f1b6c4e2-b526-4fb1-9e77-3f7c237e4e89 · inbound

iMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation cites this paper.

iMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-04T06:47:07.337393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:47:07.337393Z digest=sha256:2d37922d885c0552c019acd6f16d82b26a2218a051e938b8f567250160c784fe

Observation f93111d4-e8cc-4fdc-aad1-61c7ca658229 · inbound

HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images cites this paper.

HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-15T17:26:22.018716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T17:26:02.023978Z digest=sha256:3e28bb5a58eaf809cf014c9afd57985e0f9062ad8a3f1eb3f0d30b4b328c6350

Observation 2d63648f-a7e4-44b5-b039-0564b92e3371 · inbound

DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior cites this paper.

DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:21:55.018662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T07:21:45.633310Z digest=sha256:947e1c5df327b1443941ad77af65bea8defb2c4c1e6028a7e19d6731447a8051

Observation 58813ba9-c774-49bd-ba6e-18b30496ad05 · inbound

HP-Edit: A Human-Preference Post-Training Framework for Image Editing cites this paper.

HP-Edit: A Human-Preference Post-Training Framework for Image Editing ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-10T03:29:21.994198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T03:26:15.525307Z digest=sha256:fd58e2dc234690f018ffc5dba0c28856f2aaa07ac66497936be9633d3b773bca

Observation cd36baac-1e25-4e24-83f5-8587a9e8a6dc · inbound

EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement cites this paper.

EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 35

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T03:45:57.110910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-11T02:19:16.677800Z digest=sha256:54f26a0a2bab88e13e56fbc5f45004b3d93c7e860a26a0f341e293481a29c6ea

Observation f28f5dc0-aa96-4ce1-8634-2567df3d870d · inbound

Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition cites this paper.

Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:51:27.661760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-12T03:56:43.640874Z digest=sha256:982c92b3974e20c8d1b2888c797730ab88ae2905e07389c23e08bec312957fe8

Observation 8cc823f6-9c69-4c03-81df-7969dc392195 · inbound

Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition cites this paper.

Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-14T21:58:03.329481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-14T21:56:10.499014Z digest=sha256:5be7e76b726c9a1361048343bba01b991172587387d1b57d4b71cf0f99d147b3

Observation 7df0bfea-6762-4cfa-acc9-8e91e0c2e827 · inbound

HierEdit: Region-Aware Hierarchical Diffusion for Efficient High-Resolution Editing cites this paper.

HierEdit: Region-Aware Hierarchical Diffusion for Efficient High-Resolution Editing ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-20T14:43:22.498593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-20T14:40:20.517450Z digest=sha256:cb97dcec6c5a5eff735f7c3053f376f94134a9bdf5bda1fe374e99ad8ec1b389

Observation 13598c6f-ed1b-44d6-bd28-05a7600eb131 · inbound

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space cites this paper.

InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-07-02T07:36:45.142658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T06:50:09.597043Z digest=sha256:7d707cc199ecfd4379b0214505e9f05f0e7e79d1e50a5f8a2f830ce1d28b61e1

Observation ad0db30e-3817-462f-95f9-8d393ed011fd · inbound

Appearance Pointers -- Multimodal Region Control of Diffusion Transformers cites this paper.

Appearance Pointers -- Multimodal Region Control of Diffusion Transformers ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-01T12:45:17.038855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:45:17.038855Z digest=sha256:1bcb52539923cd10f70a6e3dd575e29782a186d26fb26fa44fa863a0afc49b9b

Observation 35c447c2-1932-43ad-9ffb-46ae778548ac · inbound

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers cites this paper.

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling

Reference 131

Resolution
unresolved
no resolver link, observed 2026-08-01T07:02:51.846270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T07:02:51.846270Z digest=sha256:d8af47725680ae03218f8668717ebb14efdb6011821155066b4e1e8f106f3864