Paper Citation Record · LEDGER

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus

As of 13 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 2 inbound Pith citation observations for arXiv:2509.01181.

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

pith.paper-citation-record.v1
2509.01181 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:53:46.034915Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T05:06:12.721122Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:39:50.275978Z

Reference resolution

73 of 73 outbound references displayed

verified exact1
verified fuzzy16
unresolved56
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0e1ed63-7aa0-4adb-b519-3ad51bafd1f0 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:37.980532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acbd2f84-3ea0-4cd4-8a09-157efd13aa58 · outbound

This paper cites Training Diffusion Models with Reinforcement Learning.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Training Diffusion Models with Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:38.085185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd4f5822-fdd6-4f1e-b279-7c9a34e7a1ff · outbound

This paper cites Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:38.242707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cf400a6-efad-4964-a0b9-38b718e0c123 · outbound

This paper cites XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:38.411642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a9d30b5-e67d-402c-8a99-97b58d0186f6 · outbound

This paper cites Customcontrast: A multilevel contrastive perspective for subject-driven text-to-image customization, 2025.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Customcontrast: A multilevel contrastive perspective for subject-driven text-to-image customization, 2025

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.672845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a8ae099a-a82d-4ee7-92d1-488a5fb0ef95 · outbound

This paper cites Directly Fine-Tuning Diffusion Models on Differentiable Rewards.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Directly Fine-Tuning Diffusion Models on Differentiable Rewards

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:38.686603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bbf35f0-1945-41e1-ac27-ad0ef0cdd74b · outbound

This paper cites Dpok: Reinforcement learning for fine-tuning text-to-image diffusion models.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Dpok: Reinforcement learning for fine-tuning text-to-image diffusion models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:38.915553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 880b2c2a-266c-49e9-8b8c-8eab875e93df · outbound

This paper cites An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:39.016713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 738309de-e075-44e8-88fe-a74aa55f5d56 · outbound

This paper cites Denoising diffusion probabilistic models.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Denoising diffusion probabilistic models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:39.154554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4cbc1e1-b952-4bfe-912d-e4e026ee2334 · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.634252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 28878fee-9f47-4bed-975d-9f15af89e2ac · outbound

This paper cites In-Context LoRA for Diffusion Transformers.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus In-Context LoRA for Diffusion Transformers

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:39.410970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21e56801-8cb0-4051-ac91-501243ea2219 · outbound

This paper cites RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-05T12:53:46.651411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 73b7171c-e388-4aee-8ba4-96f369d15558 · outbound

This paper cites Patchdpo: Patch-level DPO for finetuning-free personalized image generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Patchdpo: Patch-level DPO for finetuning-free personalized image generation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.618669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7b689b1d-e183-4707-afef-7f2b5a080dd4 · outbound

This paper cites Resolving multi-condition confusion for finetuning-free personalized image generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Resolving multi-condition confusion for finetuning-free personalized image generation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.602259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 741ba198-d446-47f3-8955-c645d130cb4d · outbound

This paper cites D^2it: Dynamic diffusion transformer for accurate image generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus D^2it: Dynamic diffusion transformer for accurate image generation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.585839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9975eccd-3614-43b5-946c-d8a1f5ed89ab · outbound

This paper cites Multi-concept customization of text-to-image diffusion.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Multi-concept customization of text-to-image diffusion

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.568673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2741ff9b-5520-46a2-a9bc-60f5495cd8c6 · outbound

This paper cites Flux.https://github.com/black-forest-labs/flux, 2024.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Flux.https://github.com/black-forest-labs/flux, 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.020139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd15181a-9789-4dbe-99ff-61191783ac36 · outbound

This paper cites Aligning Text-to-Image Models using Human Feedback.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Aligning Text-to-Image Models using Human Feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.146907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9fd8a1c-5581-40d4-b265-2b332d6b30aa · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.539610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9171da79-4a92-4cef-ae63-b5c8597899ce · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.346277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61af4801-c725-4636-b16c-daa49e4540ae · outbound

This paper cites Subject-diffusion: Open domain personalized text-to- image generation without test-time fine-tuning.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Subject-diffusion: Open domain personalized text-to- image generation without test-time fine-tuning

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.520683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d6800326-7eb9-4a34-855b-788d2eaecff8 · outbound

This paper cites Realcustom++: Representing images as real-word for real-time customization.arXiv preprint arXiv:2408.09744, 2024.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Realcustom++: Representing images as real-word for real-time customization.arXiv preprint arXiv:2408.09744, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.520915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7777f240-7669-44fe-ad8d-36c0c368ead1 · outbound

This paper cites Dreamo: A unified framework for image customization.CoRR, abs/2504.16915, 2025.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Dreamo: A unified framework for image customization.CoRR, abs/2504.16915, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.574144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdc19974-5fa6-4eb0-9235-1ad20868988a · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.503757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 26dee01d-a1f4-4fb3-a646-c6c945a47e83 · outbound

This paper cites Scalable diffusion models with transformers.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Scalable diffusion models with transformers

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.831888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f832e148-6ee6-4c7b-bb57-ffeebf796c9f · outbound

This paper cites SDXL: improving latent diffusion models for high-resolution image synthesis.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus SDXL: improving latent diffusion models for high-resolution image synthesis

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:40.906709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73acc6fa-d476-41b9-a632-f72795c9ff4b · outbound

This paper cites Aligning text-to-image diffusion models with reward backpropagation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Aligning text-to-image diffusion models with reward backpropagation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.463833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7529706c-ad4c-4acb-9b36-df7c9f5b377f · outbound

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

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Learning transferable visual models from natural language supervision

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.445774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dd237196-b70b-4ac4-a9e8-d83703edb7cd · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.Advances in neural information processing systems, 36:53728–53741, 2023.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Direct preference optimization: Your language model is secretly a reward model.Advances in neural information processing systems, 36:53728–53741, 2023

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:41.182045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5f94b4-4570-4a48-b7c6-333165825d2d · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus SAM 2: Segment Anything in Images and Videos

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:41.237490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a78bb173-5bb7-4982-8203-42dd06c45583 · outbound

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

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus High-resolution image synthesis with latent diffusion models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:41.388537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1650b212-c097-444d-8f6b-9a448a0c46eb · outbound

This paper cites Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:41.514068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03a4c36b-e99b-41c1-b285-08cac2ecd533 · outbound

This paper cites OminiControl: Minimal and Universal Control for Diffusion Transformer.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus OminiControl: Minimal and Universal Control for Diffusion Transformer

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:41.711059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2384fe84-4681-42ef-b80d-4bdf19f802d5 · outbound

This paper cites Diffusion model alignment using direct preference optimization.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Diffusion model alignment using direct preference optimization

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.390720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 51ce07bb-5068-485d-9600-853f706171f5 · outbound

This paper cites Ms-diffusion: Multi-subject zero-shot image personalization with layout guidance.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Ms-diffusion: Multi-subject zero-shot image personalization with layout guidance

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.367645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 33e764d5-9f95-4abd-a8a4-42e0097ae95d · outbound

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

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus OmniGen2: Towards Instruction-Aligned Multimodal Generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:41.973087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffc348a3-a6be-45e0-9a27-9ec261c14643 · outbound

This paper cites Less-to-More Generalization: Unlocking More Controllability by In-Context Generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Less-to-More Generalization: Unlocking More Controllability by In-Context Generation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:42.038331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 866b24dd-2abe-4ce6-bf7b-2ee4ceb0bbf2 · outbound

This paper cites Omnigen: Unified image generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Omnigen: Unified image generation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.336880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 47932b70-f2da-43e6-84d2-b4a58d8dd1f6 · outbound

This paper cites OmniControl: Control Any Joint at Any Time for Human Motion Generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus OmniControl: Control Any Joint at Any Time for Human Motion Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:42.304302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8bafade-4b14-4777-bb70-3bc5e2090a97 · outbound

This paper cites IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:42.379903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8f6c5cd-fbb1-44ae-8344-3539981e24fd · outbound

This paper cites Token-level Direct Preference Optimization.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Token-level Direct Preference Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T12:53:42.473198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6347eb4a-a0a9-4752-90d5-13a710d3d998 · outbound

This paper cites Ssr-encoder: Encoding selective subject representation for subject-driven generation.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Ssr-encoder: Encoding selective subject representation for subject-driven generation

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.316412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8fe4002a-71da-4b86-b90b-b4a039533e5c · outbound

This paper cites Beyond one-preference-for-all: Multi-objective direct preference optimization.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Beyond one-preference-for-all: Multi-objective direct preference optimization

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:51.293868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 31a5ce3e-4c93-4992-9f04-28992b9109c9 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.273686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e018d5ca-42d2-4f97-8bd5-32f642115e81 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.256478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 879823a2-fb92-4b2b-89f4-379c45efb757 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.238093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0e6a7b3a-0725-404d-a800-5a8d9214d3b7 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.221636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4f8ba633-8054-4e6d-bcb5-5d1e5d624201 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.205322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0142f54d-4123-44de-a283-77511dfbc714 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.188122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 00cad161-7f5a-456f-be92-eeebed8f4fed · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.172404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3648ef68-1485-4f4d-86ff-7562d5b65401 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.144321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6eb25f97-bf8f-41e1-8632-ebcc97ec32e2 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:51.049308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bf33e1ac-b55f-4b7a-bdc8-500e9ed35b54 · outbound

This paper cites Human Identity Consistency Evaluation Criteria Animal Identity Consistency Evaluation Criteria.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Human Identity Consistency Evaluation Criteria Animal Identity Consistency Evaluation Criteria

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:50.909505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d64e7015-53bc-4d9b-8ff4-a865da4ac83b · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:50.778131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d9fc553d-ddfa-4616-99dc-f4e91b7261a6 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:50.633118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 11d0a3c3-aba9-4943-94dc-2d898f562e4d · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:50.512118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 655fd128-0b86-4512-947a-80a674521165 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:50.365716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3e7f6dab-43b0-48e6-b2a4-2f87de58eee9 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:50.124053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1e415123-308b-4e65-ad81-6357c1896738 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:49.977331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c464975f-a413-4b10-9223-f1c4cda80243 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:49.743203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5c8c0ff4-e4bd-439e-82f9-c2c84acefd43 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:49.500170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3403c603-fe18-4ec5-bfbc-8ca34856d577 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:49.267401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6c5e1b05-122c-4e6a-b3c4-184bef6e1e63 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:49.076724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 626ff94c-ab22-4941-84b6-d01119945648 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:48.917397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 63c03c24-5443-4a79-acdc-0fd26d8a6e8e · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:48.731479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 73b1adb1-0ab9-41cf-9817-240082a68474 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:48.475507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7f866b04-ce94-44fe-906d-137276661e5e · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:48.326539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 21a9e8a8-1ed8-46a2-ad14-9b4c3a25c176 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:48.072736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7242964a-7475-4757-918b-61e1976f46c0 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:47.937232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2f720ffa-0fcc-4e7d-abf4-2abde948ac0d · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:47.756396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1aa41db0-b25f-498e-bfce-30d63b0d717d · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:47.586901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 348fc1a6-1ef4-43c3-9c23-644d6a298640 · outbound

This paper cites an unresolved cited work.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:53:47.347678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 511a4b19-24f2-4087-bb12-149fa279d547 · outbound

This paper cites Object Identity Consistency Evaluation Criteria Figure 13 Identity Consistency Evaluation Criteria of human, animal and object.

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus Object Identity Consistency Evaluation Criteria Figure 13 Identity Consistency Evaluation Criteria of human, animal and object

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:53:47.009817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 518e6f96-4a63-4608-8e94-3d7d0c97cf55 · inbound

Fusion in Your Way: Aligning Image Fusion with Heterogeneous Demands via Direct Preference Optimization cites this paper.

Fusion in Your Way: Aligning Image Fusion with Heterogeneous Demands via Direct Preference Optimization FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:41:13.764711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ed75031c-3d1c-475c-a2a4-b2416fb67aa3 · inbound

Scaling Multi-Reference Image Generation with Dynamic Reward Optimization cites this paper.

Scaling Multi-Reference Image Generation with Dynamic Reward Optimization FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus

Reference 54

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T13:39:50.277717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.