Paper Citation Record · LEDGER

FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2503.16153.

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

pith.paper-citation-record.v1
2503.16153 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:45:03.931594Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T16:07:09.094213Z

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 b97ed146-f80e-4fc9-bb9c-704e71ec4c37 · inbound

TV-LiVE: Training-Free, Text-Guided Video Editing via Layer Informed Vitality Exploitation cites this paper.

TV-LiVE: Training-Free, Text-Guided Video Editing via Layer Informed Vitality Exploitation FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:45:03.931594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d980628-5c98-412d-a19f-c778cdc8fdca · inbound

A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Quality cites this paper.

A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Quality FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T18:51:29.977844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6d14d49-943c-4a8f-9043-a4b9bb487e02 · 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 FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:24.190577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61391f0e-f577-46a3-92d4-d02d44b1e679 · inbound

Phase-Aligned RoPE for Mixed-Resolution Diffusion Transformer cites this paper.

Phase-Aligned RoPE for Mixed-Resolution Diffusion Transformer FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 114

Resolution: unresolved; no resolver link, observed 2026-08-03T20:30:38.153934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c7b5d37-dbd6-450a-b3ec-9b68cb0f1039 · inbound

Prompt Reinjection: Alleviating Prompt Forgetting in Multimodal Diffusion Transformers for Text-to-Image Generation cites this paper.

Prompt Reinjection: Alleviating Prompt Forgetting in Multimodal Diffusion Transformers for Text-to-Image Generation FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-21T13:04:10.584018Z

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.

Observation cd2da8e1-e90b-4b6f-840d-04681d943322 · inbound

Prompt Reinjection: Alleviating Prompt Forgetting in Multimodal Diffusion Transformers for Text-to-Image Generation cites this paper.

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T03:50:46.360371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7469a592-4b85-4b94-b0fc-447583a32af4 · inbound

Calibri: Enhancing Diffusion Transformers via Parameter-Efficient Calibration cites this paper.

Calibri: Enhancing Diffusion Transformers via Parameter-Efficient Calibration FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T17:31:29.305089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4750da9d-8f56-4c53-919b-9554b1f30c4d · inbound

Unified Safe In-context Image Generation in Multimodal Diffusion Transformers via Restricting Unsafe Information Flows cites this paper.

Unified Safe In-context Image Generation in Multimodal Diffusion Transformers via Restricting Unsafe Information Flows FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:07:09.096124Z

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.

Observation 84724ea8-8306-41c5-85a3-e81fa7437dfd · inbound

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation cites this paper.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T05:18:57.577344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.