STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs | Paper Citation Record

Observation c0b86eb7-43f1-4fe7-b6c4-54b9b751d3e1 · outbound

This paper cites Ofa: Unifying architectures, tasks, and modalities through a simple sequence- to-sequence learning framework.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Ofa: Unifying architectures, tasks, and modalities through a simple sequence- to-sequence learning framework

Reference 1

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Observation 0e640c8d-0cf4-4bab-b8ac-d8b3d8042df1 · outbound

This paper cites Unified-io 2: Scaling autoregressive multimodal models with vision language audio and action.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Unified-io 2: Scaling autoregressive multimodal models with vision language audio and action

Reference 2

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Observation 9e8a90fe-cb3f-4083-afd7-176badcdeab0 · outbound

This paper cites Dreamllm: Synergistic multimodal comprehension and creation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Dreamllm: Synergistic multimodal comprehension and creation

Reference 3

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Observation c7cebcb5-1f8c-4e0a-809e-d6295edfff26 · outbound

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

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 4

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Observation b3932ea1-c287-4589-968d-651343eb9b9c · outbound

This paper cites Show-o: One single transformer to unify multimodal understanding and generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Show-o: One single transformer to unify multimodal understanding and generation

Reference 5

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Observation e0242232-435b-4e31-bc4d-8e02974cf3fc · outbound

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

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Emu3: Next-Token Prediction is All You Need

Reference 6

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Observation 082416f4-7371-4f61-ba75-fb98c2d2345d · outbound

This paper cites Janus: Decoupling visual encoding for unified multimodal understanding and generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Janus: Decoupling visual encoding for unified multimodal understanding and generation

Reference 7

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Observation c4bc1a20-fea9-4de5-96c4-6c9985ed8245 · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Emerging Properties in Unified Multimodal Pretraining

Reference 8

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Observation 1bb65791-50ff-4de3-bf65-7b61a260f14b · outbound

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

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 9

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Observation 48aeea2a-6119-460e-846d-af6ef78e4955 · outbound

This paper cites Vila-u: a unified foundation model integrating visual understanding and generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Vila-u: a unified foundation model integrating visual understanding and generation

Reference 10

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Observation 2796d1c4-7cce-4183-9e50-70fbbd0b02ad · outbound

This paper cites BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset

Reference 11

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Observation fe7b03a8-ce7d-440f-a555-f56e96957883 · outbound

This paper cites Internvl-u: Democratizing unified multimodal models for understanding, reasoning, generation and editing.arXiv preprint arXiv:2603.09877, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Internvl-u: Democratizing unified multimodal models for understanding, reasoning, generation and editing.arXiv preprint arXiv:2603.09877, 2026

Reference 12

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Observation c31cc9a7-9686-428e-853f-444bccabf723 · outbound

This paper cites Tuna: Taming unified visual representations for native unified multimodal models.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Tuna: Taming unified visual representations for native unified multimodal models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:57.513914Z

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Observation e72af9cb-8b76-4ba0-9cf0-57fbbfa3ebad · outbound

This paper cites Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:57.561814Z

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Observation 37a337e9-960c-47a3-aee4-a1388418953c · outbound

This paper cites SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:57.619206Z

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Observation dc688b7a-b580-48ab-ad05-fdd95c9a605a · outbound

This paper cites Unified language-vision pretraining in llm with dynamic discrete visual tokenization.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Unified language-vision pretraining in llm with dynamic discrete visual tokenization

Reference 16

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Observation 88709946-dcf2-487f-870a-4537ffaccfc5 · outbound

This paper cites VL-GPT: A Generative Pre-trained Transformer for Vision and Language Understanding and Generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs VL-GPT: A Generative Pre-trained Transformer for Vision and Language Understanding and Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:57.735425Z

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Observation 7636bf54-aed9-4c91-a203-bbafe8928509 · outbound

This paper cites Generative multimodal models are in-context learners.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Generative multimodal models are in-context learners

Reference 18

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Observation 557ef632-529b-4302-b6ce-cca98222538b · outbound

This paper cites Show-o2: Improved native unified multimodal models.Advances in Neural Information Processing Systems, 38:47490–47518, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Show-o2: Improved native unified multimodal models.Advances in Neural Information Processing Systems, 38:47490–47518, 2026

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:57.849553Z

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Observation 916c2745-7f74-4203-bdd6-497728d03727 · outbound

This paper cites Transfusion: Predict the next token and diffuse images with one multi-modal model.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Transfusion: Predict the next token and diffuse images with one multi-modal model

Reference 20

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Observation 8773cc45-8c0b-47ad-92ef-6872fbead13e · outbound

This paper cites Metamorph: Multimodal understanding and generation via instruction tuning.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Metamorph: Multimodal understanding and generation via instruction tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:57.966409Z

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Observation ac73d63b-6f13-43c0-935a-3b48a7d390b4 · outbound

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

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.022089Z

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Observation df3d68b0-15d6-4697-8bbe-9d943f510673 · outbound

This paper cites Onecat: Decoder-only auto-regressive model for unified un- derstanding and generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Onecat: Decoder-only auto-regressive model for unified un- derstanding and generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.067777Z

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Observation 6f643404-2e2c-4b8c-9a15-12044ab1837d · outbound

This paper cites Unigen: Enhanced training & test-time strategies for unified multimodal understanding and generation.Advances in Neural Information Processing Systems, 38:152386–152415, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Unigen: Enhanced training & test-time strategies for unified multimodal understanding and generation.Advances in Neural Information Processing Systems, 38:152386–152415, 2026

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.129664Z

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Observation a2b02145-2d74-4af7-b2cf-57e6af75cced · outbound

This paper cites UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.185926Z

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Observation f8acfc31-515b-42f5-812e-3ef4d24df194 · outbound

This paper cites LaViDa-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs LaViDa-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.246966Z

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Observation 0b475d5a-72b9-4920-a703-6281b7369990 · outbound

This paper cites Towards unified multimodal interleaved generation via group relative policy optimization.Advances in Neural Information Processing Systems, 38:5332–5353, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Towards unified multimodal interleaved generation via group relative policy optimization.Advances in Neural Information Processing Systems, 38:5332–5353, 2026

Reference 27

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Observation aed24d9f-ca30-45ad-93f7-1e994a8233a1 · outbound

This paper cites Lvrpo: Language-visual alignment with grpo for multimodal under- standing and generation.arXiv preprint arXiv:2603.27693, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Lvrpo: Language-visual alignment with grpo for multimodal under- standing and generation.arXiv preprint arXiv:2603.27693, 2026

Reference 28

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Observation 3338d5c3-8fd9-495b-b2e4-510c87a01a14 · outbound

This paper cites Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.412871Z

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Observation e29cf26c-52fb-46fd-aefe-7c1e503fd3fa · outbound

This paper cites Unified multimodal models as auto-encoders.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Unified multimodal models as auto-encoders

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.483489Z

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Observation 002f0bdf-85c7-4bf2-af29-b94827f52057 · outbound

This paper cites Reconstruction Alignment Improves Unified Multimodal Models.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Reconstruction Alignment Improves Unified Multimodal Models

Reference 31

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Observation df5130ca-d6d9-42b0-9e32-21fe1555638e · outbound

This paper cites Learning to generate via understanding: Understanding-driven intrinsic rewarding for unified multimodal models.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Learning to generate via understanding: Understanding-driven intrinsic rewarding for unified multimodal models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.654007Z

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Observation 34c57d94-5c67-40a6-93a0-01c71264e2b1 · outbound

This paper cites Steering Visual Generation in Unified Multimodal Models with Understanding Supervision.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Steering Visual Generation in Unified Multimodal Models with Understanding Supervision

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.714370Z

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Observation 9d07a7b5-ea16-4598-be28-2ebb0316e786 · outbound

This paper cites Flow-grpo: Training flow matching models via online rl.Advances in neural information processing systems, 38:40783–40818, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Flow-grpo: Training flow matching models via online rl.Advances in neural information processing systems, 38:40783–40818, 2026

Reference 34

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Observation 9a09be2e-4f18-419a-82e3-e1b14bb4f540 · outbound

This paper cites MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.829878Z

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Observation 24e643f5-3fe4-4626-9afc-9b1e180fccfa · outbound

This paper cites Editreward: A human- aligned reward model for instruction-guided image editing.arXiv preprint arXiv:2509.26346, 2025.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Editreward: A human- aligned reward model for instruction-guided image editing.arXiv preprint arXiv:2509.26346, 2025

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:58.888826Z

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Observation afaa18da-9a25-48f7-a886-1de74b58cfc0 · outbound

This paper cites Thinkrl-edit: Thinking in reinforcement learning for reasoning-centric image editing.arXiv preprint arXiv:2601.03467, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Thinkrl-edit: Thinking in reinforcement learning for reasoning-centric image editing.arXiv preprint arXiv:2601.03467, 2026

Reference 37

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Observation 8b88c607-9014-439a-bb65-1c40d193fcaf · outbound

This paper cites Leveraging verifier-based reinforcement learning in image editing.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Leveraging verifier-based reinforcement learning in image editing

Reference 38

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Observation ac0d21e7-1637-40d7-9c6a-1fb5a21f301c · outbound

This paper cites Pico-banana-400k: A large-scale dataset for text-guided image editing.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Pico-banana-400k: A large-scale dataset for text-guided image editing

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.189410Z

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Observation f9217aca-024b-42fa-a3c6-894c4464b699 · outbound

This paper cites Qwen3 Technical Report.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Qwen3 Technical Report

Reference 40

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This paper cites an unresolved cited work.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Unresolved cited work

Reference 41

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Observation 86aecf24-41e0-4e8c-8e45-acf9fa3bfe2a · outbound

This paper cites Editthinker: Unlocking iterative reasoning for any image editor.arXiv preprint arXiv:2512.05965, 2025.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Editthinker: Unlocking iterative reasoning for any image editor.arXiv preprint arXiv:2512.05965, 2025

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Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.374345Z

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Observation f28a57ae-bd12-4180-a370-5a35e94acbc8 · outbound

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

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Blink: Multimodal large language models can see but not perceive

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Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.435425Z

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Observation 294bc429-dc3d-434a-977b-fdae81065aa4 · outbound

This paper cites Cambrian-1: A fully open, vision-centric exploration of multimodal llms.Advances in Neural Information Processing Systems, 37:87310–87356, 2024.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Cambrian-1: A fully open, vision-centric exploration of multimodal llms.Advances in Neural Information Processing Systems, 37:87310–87356, 2024

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Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.546062Z

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Observation 8146b69e-0641-4ca9-8aa3-f5f140f83143 · outbound

This paper cites Thinkmorph: Emergent properties in multimodal interleaved chain-of-thought reasoning.arXiv preprint arXiv:2510.27492, 2025.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Thinkmorph: Emergent properties in multimodal interleaved chain-of-thought reasoning.arXiv preprint arXiv:2510.27492, 2025

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Observation ccd2384b-0de4-45f1-990f-269c862a6fdd · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

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Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.711456Z

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Observation ad24bab6-197a-4361-ade8-f905a11b8284 · outbound

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

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Eyes wide shut? exploring the visual shortcomings of multimodal llms

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Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.778381Z

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Observation 04f19fb9-0956-4f9e-8ce8-d1f21bb21a8e · outbound

This paper cites Oddgridbench: Expos- ing the lack of fine-grained visual discrepancy sensitivity in multimodal large language models.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Oddgridbench: Expos- ing the lack of fine-grained visual discrepancy sensitivity in multimodal large language models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.831659Z

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Observation 165cffc8-b8eb-4bb3-8abd-938d396c08b9 · outbound

This paper cites WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation

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Resolution: unresolved; no resolver link, observed 2026-08-01T18:56:59.905835Z

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Observation 4c2447dd-3fb7-4a90-8516-749aa5b1e468 · outbound

This paper cites Imgedit: A unified image editing dataset and benchmark.Advances in Neural Information Processing Systems, 38, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Imgedit: A unified image editing dataset and benchmark.Advances in Neural Information Processing Systems, 38, 2026

Reference 50

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Observation 56e0e08a-42c1-4168-afc6-d4f8ae3d9238 · outbound

This paper cites Envisioning beyond the pixels: Benchmarking reasoning- informed visual editing.Advances in Neural Information Processing Systems, 38, 2026.

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs Envisioning beyond the pixels: Benchmarking reasoning- informed visual editing.Advances in Neural Information Processing Systems, 38, 2026

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