Paper Citation Record · LEDGER

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models

As of 7 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 1 inbound Pith citation observation for arXiv:2606.19534.

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

pith.paper-citation-record.v1
2606.19534 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T20:59:26.886235Z

measured 63 of 63 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T04:38:05.237334Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

62 of 62 outbound references displayed

verified exact27
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69465d34-1e91-4d0f-8be4-fcbe807e7c05 · outbound

This paper cites LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.966899Z

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 edcd7512-d4b4-45b2-9d2a-0778e3952b64 · outbound

This paper cites Qwen3-VL Technical Report.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Qwen3-VL Technical Report

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.034990Z

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 c6f416eb-220a-4221-86e9-a94bf855832b · outbound

This paper cites Qwen2.5-VL Technical Report.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Qwen2.5-VL Technical Report

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.030383Z

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 dc8738d5-5022-437b-ac97-d5cc843b92b1 · outbound

This paper cites LLaDA2.0: Scaling Up Diffusion Language Models to 100B.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.039142Z

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 60a76bbc-69c0-44e6-ab0f-0fcb8e0ae680 · outbound

This paper cites SAM 3: Segment Anything with Concepts.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models SAM 3: Segment Anything with Concepts

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.957492Z

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 f074caa9-2d56-40fd-9007-920e4ba0fb36 · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.042882Z

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 81a74e3f-d806-4c02-a06d-66b480a1592c · outbound

This paper cites Are we on the right way for evaluating large vision-language models? InNeurIPS, 2024.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Are we on the right way for evaluating large vision-language models? InNeurIPS, 2024

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32a425e3-c04f-4d7f-b7f3-01c3542cbf20 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.941439Z

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 69c4fb90-6787-46bb-8740-8e444176e815 · outbound

This paper cites Sdar: A syn- ergistic diffusion-autoregression paradigm for scalable sequence generation.arXiv preprint arXiv:2510.06303.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Sdar: A syn- ergistic diffusion-autoregression paradigm for scalable sequence generation.arXiv preprint arXiv:2510.06303

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:17.971828Z

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 1034c832-6371-4d35-bb79-82a7104ad9f3 · outbound

This paper cites Coconut: Modernizing coco segmentation.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Coconut: Modernizing coco segmentation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bcbb7fb-6833-411b-bd3e-a0fb4fd980d2 · outbound

This paper cites VLMevalKit: An open-source toolkit for evaluating large multi-modality models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models VLMevalKit: An open-source toolkit for evaluating large multi-modality models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7065d67-8233-4124-bfdf-2f89ce39d9a4 · outbound

This paper cites Blink: Multimodal large language models can see but not perceive.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Blink: Multimodal large language models can see but not perceive

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 985f5488-3e60-48a4-be6e-710af8944d4d · outbound

This paper cites The Llama 3 Herd of Models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models The Llama 3 Herd of Models

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.027794Z

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 6addfe4d-986b-410d-ae39-3528dbdf7ee1 · outbound

This paper cites Dataseg: Taming a universal multi-dataset multi-task segmentation model.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Dataseg: Taming a universal multi-dataset multi-task segmentation model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4092cf1b-cc5e-4ae6-84ae-ec7ac589face · outbound

This paper cites Hallusionbench: an advanced diagnostic suite for entangled language hallucination and visual illusion in large vision-language models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Hallusionbench: an advanced diagnostic suite for entangled language hallucination and visual illusion in large vision-language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ea77c65-c133-45dc-a0e2-372d83264c7d · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.054172Z

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 c9ff9b25-681c-4432-8761-78883a39ac0d · outbound

This paper cites Ai2d: A dataset for diagram understanding.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Ai2d: A dataset for diagram understanding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7700ed-c843-4e75-8f84-02553ee9164b · outbound

This paper cites Segment anything.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Segment anything

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c1e478e-961e-4009-9c0d-72a8061d46e4 · outbound

This paper cites The scalability of simplicity: Empirical analysis of vision-language learning with a single transformer.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models The scalability of simplicity: Empirical analysis of vision-language learning with a single transformer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf6e1e2-57b0-41ee-a72e-d0e331a3545a · outbound

This paper cites Seed-bench: Benchmarking multimodal large language models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Seed-bench: Benchmarking multimodal large language models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f702793-1820-4b27-9119-09987a479169 · outbound

This paper cites Llava-onevision: Easy visual task transfer.TMLR, 2025.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Llava-onevision: Easy visual task transfer.TMLR, 2025

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d5d9761-0f57-4a1e-915f-e3d09818a77e · outbound

This paper cites DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:17.978718Z

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 eabc9dd0-9e18-4a5b-8158-9306d1033461 · outbound

This paper cites Describe anything: Detailed localized image and video captioning.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Describe anything: Detailed localized image and video captioning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d98e4add-d5db-43f3-ab25-04f496bbff13 · outbound

This paper cites Microsoft coco: Common objects in context.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Microsoft coco: Common objects in context

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf609126-ac93-4c8d-a453-f751e9d57b4e · outbound

This paper cites Visual instruction tuning.NeurIPS, 2023.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Visual instruction tuning.NeurIPS, 2023

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57699af0-374f-489f-8875-5c7dc83de466 · outbound

This paper cites Mmbench: Is your multi-modal model an all-around player? InEuropean conference on computer vision, pp.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Mmbench: Is your multi-modal model an all-around player? InEuropean conference on computer vision, pp

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27bb208d-a5a3-46eb-b473-0b226e5eb6ff · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eec8668-8fcb-4299-adf3-82246b1b453e · outbound

This paper cites Chartqa: A benchmark for question answering about charts with visual and logical reasoning.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Chartqa: A benchmark for question answering about charts with visual and logical reasoning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75201859-afcf-43f4-83c6-887f0feccea7 · outbound

This paper cites an unresolved cited work.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a9c32be-0c02-4617-93f7-9729fd6f1cfb · outbound

This paper cites InfographicVQA.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models InfographicVQA

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.049881Z

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 9fced0f7-1ff4-4aa8-a8ac-d5d7cf8e1356 · outbound

This paper cites Open-o3 video: Grounded video reasoning with explicit spatio-temporal evidence.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Open-o3 video: Grounded video reasoning with explicit spatio-temporal evidence

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.041246Z

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 bb3416f3-4bd8-4940-9bf2-10cd1ddf524f · outbound

This paper cites The flexibility trap: Why arbitrary order limits reasoning potential in diffusion language models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models The flexibility trap: Why arbitrary order limits reasoning potential in diffusion language models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a5f57a9-298c-47bc-9f48-08a33bf5db61 · outbound

This paper cites Large language diffusion models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Large language diffusion models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 365bd1b4-dc9e-4c97-9c5d-4b864b82fe2b · outbound

This paper cites Openai-gpt-5.2.https://openai.com/index/introducing-gpt-5-2/, 2025.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Openai-gpt-5.2.https://openai.com/index/introducing-gpt-5-2/, 2025

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 961d46b0-bd76-4b90-bc32-731911991abf · outbound

This paper cites d3LLM: Ultra-Fast Diffusion LLM using Pseudo-Trajectory Distillation.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models d3LLM: Ultra-Fast Diffusion LLM using Pseudo-Trajectory Distillation

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-08-07T02:38:17.181363Z

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 b69a7643-0ab1-49ae-95e6-8e99ba9cab11 · outbound

This paper cites Glamm: Pixel grounding large multimodal model.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Glamm: Pixel grounding large multimodal model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e00f14-7ed4-4f88-a8ec-68372a8c307b · outbound

This paper cites Objects365: A large-scale, high-quality dataset for object detection.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Objects365: A large-scale, high-quality dataset for object detection

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0262fa8a-2bb8-4cd6-85af-93a6e9077d2d · outbound

This paper cites Cambrian-1: A fully open, vision-centric exploration of multimodal llms.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Cambrian-1: A fully open, vision-centric exploration of multimodal llms

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b3efd9e-afbd-4593-bb19-9b4516a6026e · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Eyes wide shut? exploring the visual shortcomings of multimodal llms

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 599b1598-a3f2-4c7c-9796-fc209c233e0b · outbound

This paper cites SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.985767Z

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 376d24da-6733-471c-8065-713f086183e2 · outbound

This paper cites Grasp any region: Towards precise, contextual pixel understanding for multimodal llms.ArXiv, abs/2510.18876.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Grasp any region: Towards precise, contextual pixel understanding for multimodal llms.ArXiv, abs/2510.18876

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.032446Z

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 5f12108a-f962-4534-ab2c-fe8eaa15d317 · outbound

This paper cites Ross3d: Reconstructive visual instruction tuning with 3d-awareness.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Ross3d: Reconstructive visual instruction tuning with 3d-awareness

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0bea613-3961-48fc-b414-37476d1e0217 · outbound

This paper cites V*: Guided visual search as a core mechanism in multimodal llms.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models V*: Guided visual search as a core mechanism in multimodal llms

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c5f94fe-7cf3-4d5c-a796-4d8d0b1f3f78 · outbound

This paper cites Realworldqa: A benchmark for real-world spatial understanding.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Realworldqa: A benchmark for real-world spatial understanding

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 631f3465-7d80-4135-9859-7c214aea7b70 · outbound

This paper cites Lumina-dimoo: An omni diffusion large language model for multi-modal generation and understanding.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Lumina-dimoo: An omni diffusion large language model for multi-modal generation and understanding

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:17.948765Z

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 1f1d4d8b-b552-4b90-b73f-f5929da88acc · outbound

This paper cites Qwen3 Technical Report.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Qwen3 Technical Report

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.036381Z

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 5526169c-264e-4da9-9212-d3e6b66e7435 · outbound

This paper cites Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.976188Z

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 9722ad0e-3013-4482-8184-58930a299833 · outbound

This paper cites Mmada: Multimodal large diffusion language models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Mmada: Multimodal large diffusion language models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 759bbd20-b2e3-4749-8f45-d7100e30db65 · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Dream 7B: Diffusion Large Language Models

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.955122Z

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 d13cc417-d2c5-4d66-8cfd-cc2f299eca4d · outbound

This paper cites LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:18.047342Z

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 7e4f28f1-2df0-4fcd-a6fe-9c177e3daa78 · outbound

This paper cites Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:49:17.981146Z

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 2e7bb20e-13d2-4162-98d5-e1c8b9b0587f · outbound

This paper cites Visual reasoning tracer: Object-level grounded reasoning benchmark.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Visual reasoning tracer: Object-level grounded reasoning benchmark

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.007437Z

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 5ced1f86-011a-4c18-a68c-35faa9a26abe · outbound

This paper cites arXiv preprint arXiv:2510.23603 , year=.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models arXiv preprint arXiv:2510.23603 , year=

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.045577Z

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 d8e3b033-faad-42a5-9651-3be9e6698292 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa64f7c4-f7a0-4cd7-ac01-3ea84e42919b · outbound

This paper cites MMMU: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models MMMU: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db0bbb23-5a06-4e20-a995-698d56181b07 · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In ECCV, 2024.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In ECCV, 2024

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8965d514-eac4-4041-a629-53856b3c9536 · outbound

This paper cites GPT4RoI: Instruction Tuning Large Language Model on Region-of-Interest.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models GPT4RoI: Instruction Tuning Large Language Model on Region-of-Interest

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.014142Z

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 371d1551-fea6-4dd8-a715-6250d03aa42a · outbound

This paper cites Omg-llava: Bridging image-level, object-level, pixel-level reasoning and understanding.NeurIPS, 2024.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Omg-llava: Bridging image-level, object-level, pixel-level reasoning and understanding.NeurIPS, 2024

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T20:59:26.886235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf4aeb30-1799-4ff3-a2a5-7e0bbab87631 · outbound

This paper cites Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding

Reference 59

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:49:18.026551Z

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 d4450f81-72ff-4bb2-8715-2f4d3a6ffcdc · outbound

This paper cites Bee: A high-quality corpus and full-stack suite to unlock advanced fully open mllms.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Bee: A high-quality corpus and full-stack suite to unlock advanced fully open mllms

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.016324Z

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 6c463358-a249-4d29-8403-dc4d0dfafc75 · outbound

This paper cites Samtok: Representing any mask with two words.arXiv preprint arXiv:2601.16093, 2026.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models Samtok: Representing any mask with two words.arXiv preprint arXiv:2601.16093, 2026

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:18.005405Z

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 7326d3a8-24dd-42ed-9d4a-1d90b0edbc3e · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 62

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T00:49:18.003257Z

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.

Pith citing papers

Observation dc62360a-eee7-4d13-8555-e62edb66b550 · inbound

Actor as Its Own Critic: Unifying Region Understanding and Localization via CycleGRPO cites this paper.

Actor as Its Own Critic: Unifying Region Understanding and Localization via CycleGRPO PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-14T04:38:05.237334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.