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Posts

Future Blog Post

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This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false.

Blog Post number 4

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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 3

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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 2

less than 1 minute read

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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 1

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

publications

Enhanced UNet++ Model for Brain Glioma MRI Image Segmentation

Published in 5th International Conference on Computer Science and Software Engineering (CSSE 2022), 2022

This work uses max- and min-filter-based data augmentation to improve UNet++ segmentation performance on the MICCAI BraTS 2020 brain glioma MRI dataset.

Recommended citation: Tuo Liang, Dongxu Yan, and Yanfeng Lu. "Enhanced UNet++ Model for Brain Glioma MRI Image Segmentation." Proceedings of the 5th International Conference on Computer Science and Software Engineering, pp. 568-573, 2022.
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Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions

Published in Advances in Neural Information Processing Systems, Vol. 37 (NeurIPS 2024 Oral), 2024

We introduce the YesBut benchmark for evaluating how large vision-language models understand humorous contradictions in juxtaposed comic panels.

Recommended citation: Zhe Hu, Tuo Liang, Jing Li, Yiren Lu, Yunlai Zhou, Yiran Qiao, Jing Ma, and Yu Yin. "Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions." Advances in Neural Information Processing Systems 37 (2024): 47166-47188.
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BARD-GS: Blur-Aware Reconstruction of Dynamic Scenes via Gaussian Splatting

Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025

BARD-GS reconstructs dynamic scenes from blurry observations using Gaussian splatting.

Recommended citation: Yiren Lu, Yunlai Zhou, Disheng Liu, Tuo Liang, and Yu Yin. "BARD-GS: Blur-Aware Reconstruction of Dynamic Scenes via Gaussian Splatting." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 16532-16542, 2025.
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When ‘YES’ Meets ‘BUT’: Can Large Models Comprehend Contradictory Humor Through Comparative Reasoning?

Published in arXiv preprint, 2025

We extend YesBut to 1,262 multilingual and multicultural comics and study comparative reasoning, visual perception, hallucination, and social-knowledge augmentation in large language and vision-language models.

Recommended citation: Tuo Liang, Zhe Hu, Jing Li, Hao Zhang, Yiren Lu, Yunlai Zhou, Yiran Qiao, Disheng Liu, Jeirui Peng, Jing Ma, and Yu Yin. "When 'YES' Meets 'BUT': Can Large Models Comprehend Contradictory Humor Through Comparative Reasoning?" arXiv:2503.23137, 2025.
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Juxtaposition as Joke: AI’s Struggle with Visual Contradiction

Published in Master's thesis, Case Western Reserve University, 2025

This thesis studies the challenges that artificial intelligence models face when interpreting visual contradiction and juxtaposition-based humor.

Recommended citation: Tuo Liang. "Juxtaposition as Joke: AI's Struggle with Visual Contradiction." Master's thesis, Case Western Reserve University, 2025.
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Deconstructing Spatial Intelligence in Vision-Language Models

Published in TechRxiv preprint, 2025

This work analyzes the component capabilities and limitations underlying spatial intelligence in vision-language models.

Recommended citation: Disheng Liu, Tuo Liang, Zhe Hu, Jierui Peng, Yiren Lu, Yi Xu, Yun Fu, and Yu Yin. "Deconstructing Spatial Intelligence in Vision-Language Models." TechRxiv, 2025.
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Segment then Splat: Unified 3D Open-Vocabulary Segmentation via Gaussian Splatting

Published in Advances in Neural Information Processing Systems, Vol. 38 (NeurIPS 2025), 2026

The proceedings version of Segment then Splat provides unified open-vocabulary 3D segmentation through Gaussian splatting.

Recommended citation: Yiren Lu, Yunlai Zhou, Yiran Qiao, Chaoda Song, Tuo Liang, Jing Ma, Huan Wang, and Yu Yin. "Segment then Splat: Unified 3D Open-Vocabulary Segmentation via Gaussian Splatting." Advances in Neural Information Processing Systems 38: 165975-165994, 2026.
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HugRAG: Hierarchical Causal Knowledge Graph Design for RAG

Published in International Conference on Machine Learning (ICML), 2026

HugRAG designs hierarchical causal knowledge graphs to improve retrieval-augmented generation.

Recommended citation: Nengbo Wang, Tuo Liang, Vikash Singh, Chaoda Song, Van Yang, Yu Yin, Jing Ma, Jagdip Singh, and Vipin Chaudhary. "HugRAG: Hierarchical Causal Knowledge Graph Design for RAG." International Conference on Machine Learning (ICML), 2026.
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Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing

Published in Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 40, No. 19, 2026

This work evaluates large language models for discovering unexpected but useful knowledge-graph connections in drug repurposing.

Recommended citation: Mengying Wang, Chenhui Ma, Ao Jiao, Tuo Liang, Pengjun Lu, Shrinidhi Hegde, Yu Yin, Evren Gurkan-Cavusoglu, and Yinghui Wu. "Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing." Proceedings of the AAAI Conference on Artificial Intelligence 40, no. 19 (2026): 15860-15867.
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When ‘YES’ Meets ‘BUT’: Can AI Comprehend Contradictory Humor in Comics?

Published in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026

This peer-reviewed journal version studies comparative reasoning and contradictory humor comprehension in comics.

Recommended citation: Tuo Liang, Zhe Hu, Jing Li, Hao Zhang, Yiren Lu, Yunlai Zhou, Yiran Qiao, Disheng Liu, Jierui Peng, Jing Ma, and Yu Yin. "When 'YES' Meets 'BUT': Can AI Comprehend Contradictory Humor in Comics?" IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026.
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