Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T21:04:47.444116Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2508.09598.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T21:04:47.444116Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 733d3e82-d155-4bc8-af06-b66e639193c6 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality , " * write output.state after.block = add.period write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9efe48b-970c-4912-9c98-ecfed014ba72 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36fedc4e-a86d-4278-af20-b5a3306bae6a · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 3
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 33185b38-899d-4b38-96d6-70614e741a9f · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality M.; Sun, P.; Shen, X.; Khan, F
Reference 4
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 bb1a08a8-2488-4994-8358-c8bda08bd12c · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality A Note on the Inception Score
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5613e08-243c-4f50-8e91-45d29ac07c07 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality J.; Arbel, M.; and Gretton, A
Reference 6
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 b646c921-3e0e-49eb-8d30-9de93ab655ea · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 7
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 65f9252b-6892-41b5-b1ce-636b164f023c · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 8
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 d48c3f1f-6759-45c6-ab9a-81628aa5543e · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Flow Matching in Latent Space
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82252f4d-7f69-4f24-9fbd-9b2d50471446 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 10
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 de71e6dd-eb99-4724-82ce-153e01678cef · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 11
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 135bb300-7e7b-463c-8bb1-de361fc529a9 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8922e4c3-e6f5-4197-9804-2f3b4ac0e0ee · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Seedance 1.0: Exploring the Boundaries of Video Generation Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab8d9eae-af6b-4439-a988-c4245acc7ff3 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 14
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 f8dcf52a-c312-4605-ba2a-1d66c88fb6d8 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality C.; and Woods, R
Reference 15
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 360b39f6-1155-4fc7-a263-e4a592e5b9ef · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 16
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 d336d51d-dd82-4c4f-9eca-7755b63ea571 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 17
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 8a0ae808-b399-4bbd-8e3d-69d612001bae · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 18
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 284c4c8f-19d4-4716-bb9d-878b55382048 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b559c7ae-43e7-4ba3-963b-9dad246b91eb · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Classifier-Free Diffusion Guidance
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5526a2b-d575-42dd-bd1d-3b6b9b5640e2 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d4a216c-fa9a-445a-8eed-35b35ab6ebc9 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 22
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 d37b4bdb-50fa-49eb-afa1-b0d0527ea633 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 23
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 6486cf9b-18ef-4cb0-93b8-ecf4aa77c034 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75208d32-f91f-4e31-b3a7-6d31f2ef1f26 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 25
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 47a43ff2-fbe9-4a34-a67e-88f8985baa16 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 26
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 934dea8c-fe1e-4ea8-ac3d-ff4dafa856b7 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cfa6e64-c405-405d-9a6c-5821823bd3d7 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c601960-b886-41b1-8829-1d87a65de966 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality T.; Ben-Hamu, H.; Nickel, M.; and Le, M
Reference 29
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 191059a0-0b86-4faa-a4c1-35e0d95d4a57 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 385abd46-33ba-4adb-ba09-eda3f9453a43 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 31
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 5a51d04c-c36d-4f94-9066-b28c8465e5ad · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 32
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 b71d791b-91c6-495c-8ddb-3c987667db37 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality S.; Boffi, N
Reference 33
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 a7f72396-a747-409f-b8dc-9a19a84b8bda · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b3d7694-0078-48c6-aca8-18ffc767f232 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Large Language Diffusion Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5537de9e-3de9-4015-9c60-74e7c0504d79 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6578f9-9611-434b-ac8e-b4ebec045e6c · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d00f62c6-2633-4f98-9306-c208468cb5ab · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 38
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 c75c893f-1fc6-4ac7-9934-bfe9d5703c4b · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 39
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 c5b8b91e-65df-4caa-9bbe-0be62201b70c · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 40
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 3617a73b-d782-4244-8280-eac173e9835d · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 41
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 a40f18bb-739b-4638-be54-28df0d9e165d · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 42
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 9e635080-e709-4975-bc49-7890b61c09da · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 43
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 2f8a78ad-a4e1-4b6f-bd26-9baeddef81c8 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality P.; Kumar, A.; Ermon, S.; and Poole, B
Reference 44
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 70cc56db-c1c3-4fab-a6d0-4d830ac35639 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 45
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 ed72f962-a4e5-424e-9a8c-20b22a446534 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 46
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 2ba62cf2-a367-42a4-bd45-31695fde57fd · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Wan: Open and Advanced Large-Scale Video Generative Models
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d542c00-f50e-4465-8818-c6fd57935ead · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a47137d0-4709-434e-a077-c75b864989f7 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa7c1234-3c2e-4f2e-8c0c-273c49fa8450 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality MMaDA: Multimodal Large Diffusion Language Models
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56473a8b-234c-483a-91f2-9e95c3debcf3 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 51
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 7ce2751d-5b03-4de7-aa65-882fbe8eccce · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77c0be1c-2012-47d5-8aaa-94a5519877c9 · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c64821ce-c64d-42df-902f-ccd8e042986c · outbound
Images Speak Louder Than Scores: Failure Mode Escape for Enhancing Generative Quality A.; Shechtman, E.; and Wang, O
Reference 54
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.
No inbound Pith citation observations are available.