Paper Citation Record · LEDGER

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding

As of 9 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 3 inbound Pith citation observations for arXiv:2502.05415.

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

pith.paper-citation-record.v1
2502.05415 v2

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:32:32.091286Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T04:50:01.364000Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T04:50:53.692347Z

Reference resolution

74 of 74 outbound references displayed

verified exact0
verified fuzzy3
unresolved71
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0d853e5-6e7e-4ad0-a0cf-cb73588cdd9c · outbound

This paper cites Nocaps: Novel object captioning at scale.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Nocaps: Novel object captioning at scale

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.758583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81370336-c46c-44d0-b036-0c6841e1c9ea · outbound

This paper cites Meissonic: Revitalizing masked generative transformers for efficient high- resolution text-to-image synthesis.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Meissonic: Revitalizing masked generative transformers for efficient high- resolution text-to-image synthesis

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:32:33.017870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 660cb863-51a3-4175-9aff-4bcbcf7a17e1 · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.768624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba8980a-52ae-4ca7-a561-d16dfe2a572e · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.773644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0de2ff5e-cf58-484e-bb1b-2f9b1e62810e · outbound

This paper cites Maskgit: Masked generative image transformer.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Maskgit: Masked generative image transformer

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.778117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24e8bcc5-a1d0-4987-94ad-3c0953077f90 · outbound

This paper cites Muse: Text-To-Image Generation via Masked Generative Transformers.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Muse: Text-To-Image Generation via Masked Generative Transformers

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.782645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b93af3c-892d-40ac-8a96-9a1069643208 · outbound

This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.787962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 447310c9-9bc5-4483-a619-43fa9df5f104 · outbound

This paper cites PIXART-{\delta}: Fast and Controllable Image Generation with Latent Consistency Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding PIXART-{\delta}: Fast and Controllable Image Generation with Latent Consistency Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.792915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c6f69ac-a1d0-44e7-8f5a-a00b949aa260 · outbound

This paper cites ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.797843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2fef40c-a55f-42f0-ae25-362f1dcb8acc · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning, 2023.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Instructblip: Towards general-purpose vision-language models with instruction tuning, 2023

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.802454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b8e202-2fec-44c2-b1d3-315b148233df · outbound

This paper cites DreamLLM: Synergistic Multimodal Comprehension and Creation.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding DreamLLM: Synergistic Multimodal Comprehension and Creation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.806550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7f1a086-c2f6-48f2-b148-5bf3f1e9c6a0 · outbound

This paper cites Scaling rectified flow transform- ers for high-resolution image synthesis.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Scaling rectified flow transform- ers for high-resolution image synthesis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.811276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deafb6bc-1dc2-4018-ad54-f99353b76ffe · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.815634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc7ee8d-a6bb-4657-924c-a52eb0d95681 · outbound

This paper cites GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.820303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b9c00b-afcd-4f63-99ff-6a1562670bb1 · outbound

This paper cites Scaling Diffusion Language Models via Adaptation from Autoregressive Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Scaling Diffusion Language Models via Adaptation from Autoregressive Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.824667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4b9ecba-5e8e-4185-9508-22dd5d8ecb71 · outbound

This paper cites Distillation of Discrete Diffusion through Dimensional Correlations.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Distillation of Discrete Diffusion through Dimensional Correlations

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.829284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3970dfbc-d387-4fe7-ae33-5ac3a22f2475 · outbound

This paper cites Multistep Consistency Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Multistep Consistency Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.834011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e509b2e8-5a80-41aa-9ab3-49933a812192 · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.838794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f439845-ce92-4046-b555-40aebbe79065 · outbound

This paper cites Classifier-free diffusion guidance.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Classifier-free diffusion guidance

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.843547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ec9ac62-e955-4cfd-b58b-fe558420c712 · outbound

This paper cites Denoising diffusion probabilistic models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Denoising diffusion probabilistic models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.848040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 904bd2c7-d05c-470d-8b50-5c64dbb4f304 · outbound

This paper cites CLLMs: Consistency Large Language Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding CLLMs: Consistency Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.852651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526fbf8b-d74f-470b-a624-48c9600b9ca7 · outbound

This paper cites Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.857081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d9897c6-5d50-4db0-afda-4117e9e9b6bb · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding LLaVA-OneVision: Easy Visual Task Transfer

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.861883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51b8ec5-4492-4816-98c9-34dfbd9619af · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Evaluating Object Hallucination in Large Vision-Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.866468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbd23343-f99f-4090-a82f-8fe3ccfc52e2 · outbound

This paper cites EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.871239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bc4c100-3750-4c4e-a460-f2075022732a · outbound

This paper cites Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.875847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7338d1e5-19e6-4933-a70a-8ed36c5d9927 · outbound

This paper cites MoE-LLaVA: Mixture of Experts for Large Vision-Language Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding MoE-LLaVA: Mixture of Experts for Large Vision-Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.880312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9b81f87-738e-4787-8cfa-862e55dfb9b9 · outbound

This paper cites Microsoft coco: Common objects in context.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Microsoft coco: Common objects in context

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.884801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c2adbeb-1897-479c-9aa0-3f3b135984a4 · outbound

This paper cites World Model on Million-Length Video And Language With Blockwise RingAttention.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding World Model on Million-Length Video And Language With Blockwise RingAttention

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.888953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb7cda8-5ca1-4b95-b1e2-e0ae48961921 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.893442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a29e46c-953f-4a2e-a1d9-b7fc85736ce8 · outbound

This paper cites Improved baselines with visual instruction tuning.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Improved baselines with visual instruction tuning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.897650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9559d9d4-9dfe-43b9-9bb2-05b99a055959 · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge, 2024.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Llava-next: Improved reasoning, ocr, and world knowledge, 2024

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.901831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99a115c1-da86-4fcd-898b-fb4d6056903f · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36, 2024.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Visual instruction tuning.Advances in neural information processing systems, 36, 2024

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.906235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b9de32-2054-4735-97c5-7001583a8849 · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.910383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b54b27c-9509-481b-a262-86094d3f6613 · outbound

This paper cites Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.914446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154ef14f-8bb0-49d3-9d41-1c806bfbcb1e · outbound

This paper cites STAR: Scale-wise Text-conditioned AutoRegressive image generation.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding STAR: Scale-wise Text-conditioned AutoRegressive image generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.919095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53df81c-9326-421e-9334-7ba9ffc0be04 · outbound

This paper cites Scaling up Masked Diffusion Models on Text.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Scaling up Masked Diffusion Models on Text

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.923602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ee81add-873a-445f-8cfa-5e4e30c60307 · outbound

This paper cites Large Language Diffusion Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Large Language Diffusion Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.928082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf83f71-33e7-400e-b8b6-2d18f7aba3c9 · outbound

This paper cites The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data, and Web Data Only.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data, and Web Data Only

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.932524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efdb6574-064c-41e5-96d3-6eaaf667541a · outbound

This paper cites Plummer, Liwei Wang, Christopher M.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Plummer, Liwei Wang, Christopher M

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.936845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9439238b-6840-4291-b5e4-af7475faaf31 · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Sdxl: Improving latent diffusion models for high-resolution image synthesis

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:32:32.889853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6f290ff0-26dc-4bc4-98f1-a88a07611163 · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.945668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b15d7f19-78dc-4a73-b46e-59ace3e2603c · outbound

This paper cites Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.950210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4414e88-df61-42a9-acea-b3fb5aba8644 · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding High- resolution image synthesis with latent diffusion models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.954647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec808a2c-c23b-4aa9-ab1f-86ead260abe7 · outbound

This paper cites Adversarial diffusion distillation.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Adversarial diffusion distillation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.958916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bca5b52d-d0b8-4121-bcde-b442ee225a54 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.963024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25ab360e-4429-41ae-a6ad-5a5080358342 · outbound

This paper cites Improved Techniques for Training Consistency Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Improved Techniques for Training Consistency Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.967460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f9e05f-97a1-40fe-b076-dcc217254a34 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Score-Based Generative Modeling through Stochastic Differential Equations

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.971891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fde81fc3-1829-4bcf-afa4-9d8fe87a585f · outbound

This paper cites Consistency Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Consistency Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.976432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da308618-fe28-4b9e-b2f2-a01872e681ec · outbound

This paper cites Score-based Continuous-time Discrete Diffusion Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Score-based Continuous-time Discrete Diffusion Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.980841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d944ede1-2ced-4366-a6b8-b905feae19c2 · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.985055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0445cb3-7820-40e6-b720-5805db2ee054 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.994068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e171689a-5604-40d0-858a-16ad27ff22a9 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Gemini: A Family of Highly Capable Multimodal Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:31.998283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc2ea35a-8e48-4050-a500-c80da3423dc7 · outbound

This paper cites Neural discrete representation learning.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Neural discrete representation learning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.002935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3eb76dd-d6d1-4240-bc7e-ca7d8b745a8a · outbound

This paper cites Phased Consistency Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Phased Consistency Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.007195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 957c7356-cfe8-41d5-80ff-3173c2fa1573 · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Emu3: Next-Token Prediction is All You Need

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.011924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9955bfc-4bff-4a03-a99c-a5322c44cf4e · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.016320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eec755af-05c5-4871-b90c-f65d67021776 · outbound

This paper cites NExT-GPT: Any-to-Any Multimodal LLM.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding NExT-GPT: Any-to-Any Multimodal LLM

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.021100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2637f880-89d3-4bf3-9d63-9a6f15a0c72a · outbound

This paper cites Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.025426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d09d9d59-0121-4557-a18b-4f60abad04df · outbound

This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.029916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47906f3b-9956-47f1-93f2-5695d6760804 · outbound

This paper cites TLCM: Training-efficient Latent Consistency Model for Image Generation with 2-8 Steps.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding TLCM: Training-efficient Latent Consistency Model for Image Generation with 2-8 Steps

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.034210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8dd303b-553f-4400-907f-4116e1dbe800 · outbound

This paper cites Imagereward: Learning and evaluating human preferences for text-to-image generation,.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Imagereward: Learning and evaluating human preferences for text-to-image generation,

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.038683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 228f90ae-71d0-4972-859f-eaf95c1c2ce2 · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.048292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2fb8539-93e2-4302-a281-4b762bf26f5c · outbound

This paper cites Dream 7b, 2025.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Dream 7b, 2025

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.052671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 517edfec-b44d-4c4b-980b-8c2136a0a728 · outbound

This paper cites mplug-owl2: Revolutionizing multi-modal large language model with modality collaboration.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding mplug-owl2: Revolutionizing multi-modal large language model with modality collaboration

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:32:32.831695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1a6e184c-5fbd-4ef6-8ca3-597789589df7 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions.TACL, 2:67–78, 2014.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions.TACL, 2:67–78, 2014

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.061072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f00eb8ad-2912-44e4-af1c-794378240ca5 · outbound

This paper cites Magvit: Masked generative video transformer.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Magvit: Masked generative video transformer

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.065132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f29aac15-1bc5-49c4-bd81-1bf84505ecd2 · outbound

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

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.069403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdafda51-e48f-43b0-8445-fe23c13e09e6 · outbound

This paper cites MonoFormer: One Transformer for Both Diffusion and Autoregression.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding MonoFormer: One Transformer for Both Diffusion and Autoregression

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.073558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2107e3c7-cfcc-4997-88dd-2b6d3c25a642 · outbound

This paper cites Trajectory Consistency Distillation: Improved Latent Consistency Distillation by Semi-Linear Consistency Function with Trajectory Mapping.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Trajectory Consistency Distillation: Improved Latent Consistency Distillation by Semi-Linear Consistency Function with Trajectory Mapping

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.077872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2777fa4-c676-4236-b850-1174e4de9cdd · outbound

This paper cites Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.082440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a606780-af7b-4afa-af80-0f12f843693b · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.086866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b36fa5-7f81-4cef-a74a-5cb88c287ac6 · outbound

This paper cites LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.091286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b85435b-31ba-42f6-9292-a343ba9f3741 · outbound

This paper cites ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation.

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T19:32:32.042993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6c1abd88-de48-4b76-9c4e-e768c8a03ddf · inbound

Large Language Diffusion Models cites this paper.

Large Language Diffusion Models UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-11T01:42:54.637399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 27cb4660-3136-4758-bd6b-81c5094cc310 · inbound

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning cites this paper.

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:42:57.108742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c40071c7-5406-4dd1-aded-3fdf24d131b2 · inbound

Adversarial Concept Distillation for One-Step Diffusion Personalization cites this paper.

Adversarial Concept Distillation for One-Step Diffusion Personalization UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:50:53.697000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.