Paper Citation Record · LEDGER

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards

As of 7 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 3 inbound Pith citation observations for arXiv:2506.07963.

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

pith.paper-citation-record.v1
2506.07963 v3

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:30:27.240877Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:54:24.937137Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:39:51.542556Z

Reference resolution

66 of 66 outbound references displayed

verified exact1
verified fuzzy2
unresolved63
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 34e31048-d3a1-4dbf-9d6a-5892834d9ee3 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.197768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 030bf8b5-b31c-4f67-a578-be7f28a15ce5 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:26.934199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 476e7ccf-7c3a-451d-a10d-6cbd6e7fccfb · outbound

This paper cites Qwen2.5-VL Technical Report.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:26.939490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb092b5f-e680-4bca-ad89-a86b000b4bd7 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:26.944775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39545832-955e-442e-8d82-e5ce221c45f4 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.173054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f5695d3b-42fe-4661-9800-339c91ac2dba · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.158281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f66c0f2e-a84a-4991-b9ed-9f51a6d12c29 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:26.960872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9fda4c4-1c7e-457c-9ebd-83b4312d8a5a · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.144043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6f8447af-42b3-4a09-9334-d6f56246f97a · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.129436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e2e6c19-fee8-4a54-aaa2-8aa0b24ca236 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.113226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 66ffc0c5-a7e5-4aea-9ed5-6e0e1b0cb54a · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.096940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c05877b1-550a-4e8b-b27c-de10ba4401f1 · outbound

This paper cites Training-Free Structured Diffusion Guidance for Compositional Text-to-Image Synthesis.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Training-Free Structured Diffusion Guidance for Compositional Text-to-Image Synthesis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:26.985271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 049a9ad0-4ba2-479a-a5f7-faee30561381 · outbound

This paper cites SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:26.990200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9549833c-2741-48fd-bcd2-f517171612cf · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.081911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 152d9bfd-1b77-45e7-81d2-df9a777c97be · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.067245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b8526ddb-73f2-469d-adfb-ae8cb4489e75 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.052371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 178dfa81-561c-42dd-8a3c-99f3cbd1dca0 · outbound

This paper cites T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.014921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e11f9d04-2253-495d-a522-fc5df98a9761 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.037690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1916b5cd-270c-4049-9fe7-74bbef8778db · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.024116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e05fe86-6b9a-404b-bac2-c61e4d0707ee · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.028909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01e38c16-6906-4a5d-964b-345271d45717 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards LLaVA-OneVision: Easy Visual Task Transfer

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.033266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation effd4c6d-cb0a-460d-abea-bc7c97d5b6e5 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:28.003881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b74913d7-a687-49da-bcfd-170f68407a83 · outbound

This paper cites Dual Diffusion for Unified Image Generation and Understanding.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Dual Diffusion for Unified Image Generation and Understanding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.042171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e153f12d-2664-414a-812b-58be4ac2903f · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.047061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62d1c41c-1cf1-4d21-a775-9b18b17991ff · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.051526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c98c7cb2-aeaa-4896-8cef-475a5211411e · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.056021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5126711a-d8f7-42b9-a1ab-4f7d04482d9b · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.960574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6cc3d5e4-6c41-4baa-b85a-b035356585b0 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.945919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 83a12574-4bac-483a-94b9-b89428aeec13 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.931317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27be12df-04bf-49ef-a6dd-9370d2b9bd23 · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.074181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b416e6a3-2ec0-43c8-b9e5-f6ae9822a562 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.916308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 72e653b7-f105-4d20-ba0d-a85145ae492d · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.083321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07f768bd-9e98-4005-90c1-90ed1f1de104 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.893081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3dff539c-e43e-4b39-a19c-e752418731de · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.878873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1fd6c9af-f1c7-4e89-b4c3-9437bf9f51e2 · outbound

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

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.098652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6bdf839-3534-404d-a26d-b0076853d7a6 · outbound

This paper cites SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b677b4c3-48ab-4d87-847f-422ddf6996c3 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.864651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48cd6510-b10f-4df2-b7f5-8c3075e3e33c · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.112713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e28f5d81-0f6a-46fb-bf91-c583282c3836 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.117606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fe7815c-4c28-4f19-9bb1-148063d24c0e · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.831519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3628d465-384c-40c4-b3fb-ec01a9a60451 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.131912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d83006e3-c772-498c-a0c0-28521e5da2bc · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.816871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d50a96b-3af2-4a9c-834d-43bea0ecca57 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.801911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8903f20c-529f-4f42-a8b1-ed7715ef63b0 · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.146722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d61d2a31-dcf0-4c6a-b518-06fcf2588a83 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 45

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e3b3c1a-db97-4757-affb-f25f766bf9bc · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.776772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89edf2a4-b34e-4127-8ac3-2f4475933e0d · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.761861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 55b058cf-fc10-4d8d-8c92-7e0ebf2249d5 · outbound

This paper cites ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.164874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1df0a6a2-8f98-49df-a235-21116094180c · outbound

This paper cites SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.169774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3250fd9a-198b-4e96-ab3b-6c82dbca1af2 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Emu3: Next-Token Prediction is All You Need

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.174501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a602248-88e9-4179-af84-35c9e7f88507 · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.178910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca31300d-1de9-4318-b41e-fbd39d46a64b · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:30:27.744102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 94835a3c-4fb9-4b76-aa5d-61e8fcc7bc79 · outbound

This paper cites VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.188204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 54

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Observation f81772fb-3b25-4026-8d2a-e621ad33bdac · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 55

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Observation 3ba61ad1-768a-456e-a447-82f18c302af3 · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards X-VILA: Cross-Modality Alignment for Large Language Model

Reference 56

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Observation 4124d818-2734-43a4-84d0-a5b0249efae7 · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 57

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Observation 63e370f3-1875-452c-a273-bd578bf6d1e1 · outbound

This paper cites an unresolved cited work.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Unresolved cited work

Reference 58

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Ma, Simon Stepputtis, Deva Ra- manan, Russ Salakhutdinov, Louis-Philippe Morency, Katia P

Reference 59

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Observation 0b9288bf-20e8-44f4-9836-6d28f7abcf2e · outbound

This paper cites d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning

Reference 60

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Observation ff90e7cc-102a-4ecf-8603-1ea2061cff47 · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization

Reference 61

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Observation 4b54aed6-a1ab-4e57-8c64-3aa90cfc3690 · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.235770Z

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Observation cf990229-2d9f-4505-b12e-178a493f4849 · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards M" and an

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:30:27.684850Z

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Observation 8d0e7ef2-0718-41e0-8959-14284f5f9385 · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 2022

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Observation 41965ca6-c991-4de9-88d5-55ec184c603d · outbound

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SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards Align Anything: Training All-Modality Models to Follow Instructions with Language Feedback

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.009844Z

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Observation 1605fb19-019b-4012-bcce-2f1da7f47d0e · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T05:30:27.211480Z

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Unavailable: canonical work link unavailable.

Pith citing papers

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A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards

Reference 197

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Observation 7b72bc66-ff7d-4a96-9026-21567ceda278 · inbound

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SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards

Reference 2022

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Observation f617798e-60c8-40fd-88a7-fcdb4c02904d · inbound

Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards cites this paper.

Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:39:51.544735Z

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