Paper Citation Record · LEDGER

Demystifying Flux Architecture

As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 8 inbound Pith citation observations for arXiv:2507.09595.

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

pith.paper-citation-record.v1
2507.09595 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:56:42.811572Z

measured 36 of 36 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:15:38.504110Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T11:36:55.456502Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy15
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c36930f5-3935-4793-9cee-626f4c3c87e5 · outbound

This paper cites Auto-encoding variational bayes,.

Demystifying Flux Architecture Auto-encoding variational bayes,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:40.578192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 490d5aec-2291-4271-9daf-e0158f28844e · outbound

This paper cites Generative adversarial networks,.

Demystifying Flux Architecture Generative adversarial networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.436790Z

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 9f9f286d-1af0-4eb2-91d2-944abd786729 · outbound

This paper cites Normalizing flows for probabilistic modeling and inference,.

Demystifying Flux Architecture Normalizing flows for probabilistic modeling and inference,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:40.711001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85421e1c-341f-4c99-a1b4-07c6ff6454c1 · outbound

This paper cites Denoising diffusion probabilistic models,.

Demystifying Flux Architecture Denoising diffusion probabilistic models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.363659Z

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 56d95dc8-0c98-4270-ac7b-152d3e6a71c7 · outbound

This paper cites Zero-shot text-to-image generation,.

Demystifying Flux Architecture Zero-shot text-to-image generation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.294167Z

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 48dbc3de-be39-4de1-8b7d-d6f283ae2f65 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

Demystifying Flux Architecture High-resolution image synthesis with latent diffusion models,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:41.033701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19d620c8-def6-4e30-b0ab-d29a5661187e · outbound

This paper cites an unresolved cited work.

Demystifying Flux Architecture Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:41.184470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ab1743b-d37f-4dd4-bffa-2131309ec37d · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis,.

Demystifying Flux Architecture Scaling rectified flow transformers for high-resolution image synthesis,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.221823Z

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 6b0de508-4410-4f31-adeb-67ae8db0c3f9 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Demystifying Flux Architecture Learning transferable visual models from natural language supervision,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.153202Z

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 b92d254f-888f-4813-9fa2-a913ff04f2bd · outbound

This paper cites LAION-5b: An open large-scale dataset for training next generation image-text models,.

Demystifying Flux Architecture LAION-5b: An open large-scale dataset for training next generation image-text models,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.085043Z

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 d1ced13e-4943-4e28-97f0-567723efd3f1 · outbound

This paper cites Openclip,.

Demystifying Flux Architecture Openclip,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:41.778936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09dc1acc-3483-4ff2-bd45-8f4ffddba91d · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Demystifying Flux Architecture SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:41.937177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91226c19-e248-4666-9ddd-749e5b0ae8b1 · outbound

This paper cites Adversarial diffusion distillation,.

Demystifying Flux Architecture Adversarial diffusion distillation,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.103692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da6ef66e-f847-47c7-a9d0-18cd8ab4b923 · outbound

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

Demystifying Flux Architecture Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.286844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 067fc95a-98ee-455a-ab54-ee4ea6457bd7 · outbound

This paper cites Flow Matching for Generative Modeling.

Demystifying Flux Architecture Flow Matching for Generative Modeling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.442411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1dfa625-a32e-4b26-9553-df6cbf18d5a5 · outbound

This paper cites Attention is all you need,.

Demystifying Flux Architecture Attention is all you need,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.549668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 567129fd-0df1-40f6-8cb2-c27dde30976e · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Demystifying Flux Architecture An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.606360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b0f1776-e145-4ec7-a2a9-8da4e2d13efa · outbound

This paper cites Black-forest-labs official flux.1 announcement,.

Demystifying Flux Architecture Black-forest-labs official flux.1 announcement,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.024804Z

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 7f5c7b6b-f42c-4a81-83e3-3eaf5dba606b · outbound

This paper cites Diffusers: State-of-the-art diffusion models,.

Demystifying Flux Architecture Diffusers: State-of-the-art diffusion models,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:43.004422Z

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 fad25dab-99c6-49b3-b559-77cbf4f099a0 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Demystifying Flux Architecture Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.983053Z

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 b906792f-859d-48c1-beec-5aa22443d47b · outbound

This paper cites Vision transformers inference acceleration based on adaptive layer normalization,.

Demystifying Flux Architecture Vision transformers inference acceleration based on adaptive layer normalization,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.963048Z

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 a1f26771-5af3-4541-83b3-f2b0a368ae1e · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

Demystifying Flux Architecture GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.793507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e998eaa1-2390-406e-ba3d-1fdcb78d35c4 · outbound

This paper cites Stylegan-t: Unlocking the power of gans for fast large-scale text-to-image synthesis,.

Demystifying Flux Architecture Stylegan-t: Unlocking the power of gans for fast large-scale text-to-image synthesis,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.950704Z

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 5246d435-91ed-4095-b6d7-058da7ded0d8 · outbound

This paper cites Arbitrary style transfer in real-time with adaptive instance normalization,.

Demystifying Flux Architecture Arbitrary style transfer in real-time with adaptive instance normalization,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:42.800317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f25e13dc-83f2-4190-8043-c1b3bdaf1dcc · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding,.

Demystifying Flux Architecture Roformer: Enhanced transformer with rotary position embedding,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.933452Z

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 ca74bae2-e253-407e-9c7b-97bc2c5891c5 · outbound

This paper cites On distillation of guided diffusion models,.

Demystifying Flux Architecture On distillation of guided diffusion models,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.922998Z

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 f155504e-be29-46dc-824f-528ec5c7fdfa · outbound

This paper cites Fast high-resolution image synthesis with latent adversarial diffusion distillation,.

Demystifying Flux Architecture Fast high-resolution image synthesis with latent adversarial diffusion distillation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.912886Z

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 0dbbc549-5bec-4355-95a7-85224bf46737 · outbound

This paper cites Sigmoid loss for language image pre-training,.

Demystifying Flux Architecture Sigmoid loss for language image pre-training,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:56:42.901834Z

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.

Pith citing papers

Observation 8dc95a0c-f2f6-4d56-b843-af03c666c688 · inbound

CAGE: Bridging the Accuracy-Aesthetics Gap in Educational Diagrams via Code-Anchored Generative Enhancement cites this paper.

CAGE: Bridging the Accuracy-Aesthetics Gap in Educational Diagrams via Code-Anchored Generative Enhancement Demystifying Flux Architecture

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:00:47.854326Z

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 3841b362-d2b8-467f-82e3-81915f7d5c6f · inbound

LMMs Meet Object-Centric Vision: Understanding, Segmentation, Editing and Generation cites this paper.

LMMs Meet Object-Centric Vision: Understanding, Segmentation, Editing and Generation Demystifying Flux Architecture

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:11:06.955712Z

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 7931a968-1236-4a1c-81df-f79ad17aa691 · inbound

Controlla: Learning Controllability via Graph-Constrained Latent Geometry cites this paper.

Controlla: Learning Controllability via Graph-Constrained Latent Geometry Demystifying Flux Architecture

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-20T18:43:38.946570Z

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 9f3950a1-ea7d-409d-a723-6f757fbb9bd2 · inbound

Boosting Text-to-Image Diffusion Models via Core Token Attention-Based Seed Selection cites this paper.

Boosting Text-to-Image Diffusion Models via Core Token Attention-Based Seed Selection Demystifying Flux Architecture

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:28:05.552295Z

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 83f599ec-a41a-4cfb-ac98-f26ecb5157bf · inbound

UniVL: Unified Vision-Language Embedding for Spatially Grounded Contextual Image Generation cites this paper.

UniVL: Unified Vision-Language Embedding for Spatially Grounded Contextual Image Generation Demystifying Flux Architecture

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:26:20.803649Z

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 6377e2be-ba1e-46ce-92e8-31065e3983aa · inbound

Let It Be Simple: One-Step Action Generation for Vision-Language-Action Models cites this paper.

Let It Be Simple: One-Step Action Generation for Vision-Language-Action Models Demystifying Flux Architecture

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:36:55.457999Z

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 1a7920db-2256-4937-af0f-0c09e949f06a · inbound

Let It Be Simple: One-Step Action Generation for Vision-Language-Action Models cites this paper.

Let It Be Simple: One-Step Action Generation for Vision-Language-Action Models Demystifying Flux Architecture

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T18:24:22.623163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da3c431-64e4-40f9-8d53-0f79d2030517 · inbound

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation cites this paper.

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation Demystifying Flux Architecture

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:38.504110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.