Publications
* indicates equal contribution
Preprints:
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Retrieval-Augmented Generation with Graphs (GraphRAG) [pdf]
Haoyu Han*, Yu Wang*, Harry Shomer, Kai Guo, Jiayuan Ding, Yongjia Lei, Mahantesh Halappanavar, Ryan A. Rossi, Subhabrata Mukherjee, Xianfeng Tang, Qi He, Zhigang Hua, Bo Long, Tong Zhao, Neil Shah, Amin Javari, Yinglong Xia, Jiliang Tang.
arXiv 2501.00309, 2024. -
A LLM-Powered Automatic Grading Framework with Human-Level Guidelines Optimization [pdf]
Yucheng Chu*, Hang Li*, Kaiqi Yang, Harry Shomer, Hui Liu, Yasemin Copur-Gencturk, Jiliang Tang.
arXiv 2410.02165, 2024. -
Towards Better Benchmark Datasets for Inductive Knowledge Graph Completion [pdf]
Harry Shomer, Jay Revolinsky, Jiliang Tang.
arXiv 2406.11898, 2024. -
Understanding the Generalizability of Link Predictors Under Distribution Shifts on Graphs [pdf]
Harry Shomer*, Jay Revolinsky*, Jiliang Tang.
arXiv 2406.08788, 2024. -
Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation [pdf]
Juanhui Li, Haoyu Han, Zhikai Chen, Harry Shomer, Wei Jin, Amin Javari, Jiliang Tang.
arXiv 2402.08921, 2024.
Publications:
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Sub-graph Based Diffusion Model for Link Prediction [pdf]
Hang Li, Wei Jin, Geri Skenderi, Harry Shomer, Wenzhuo Tang, Wenqi Fan, Jiliang Tang
In Learning on Graphs Conference (LoG), 2024. -
Mixture of Link Predictors on Graphs [pdf]
Li Ma, Haoyu Han, Juanhui Li, Harry Shomer, Hui Liu, Xiaofeng Gao, Jiliang Tang
In Proceedings of the Advances in Neural Information Processing Systems (NeurIPS), 2024. -
LPFormer: An Adaptive Graph Transformer for Link Prediction [pdf]
Harry Shomer, Yao Ma, Haitao Ma, Juanhui Li, Bo Wu, Jiliang Tang.
In the Proceedings of 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD), 2024. -
Expression-based machine learning models for predicting plant tissue identity [pdf]
Sourabh Palande, Jeremy Arsenault, …, Harry Shomer, …, Alejandra Rougon-Cardoso.
Applications in Plant Sciences (APPS), (To Appear). -
Revisiting Link Prediction: A Data Perspective [pdf]
Haitao Mao, Juanhui Li, Harry Shomer, Bingheng Li, Wenqi Fan, Yao Ma, Tong Zhao, Neil Shah, Jiliang Tang.
In the International Conference on Learning Representations (ICLR), 2024. -
Distance-Based Propagation for Efficient Knowledge Graph Reasoning [pdf]
Harry Shomer, Yao Ma, Juanhui Li, Bo Wu, Charu C. Aggarwal, Jiliang Tang.
In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023. -
Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking [pdf]
Harry Shomer*, Juanhui Li*, Haitao Ma, Shenglai Zeng, Yao Ma, Neil Shah, Jiliang Tang, Dawei Yin.
In Proceedings of the Advances in Neural Information Processing Systems (NeurIPS), Datasets and Benchmarks Track, 2023. -
Learning Representations for Hyper-Relational Knowledge Graphs [pdf]
Harry Shomer, Wei Jin, Juanhui Li, Yao Ma, Hui Liu.
In the 2023 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM). -
A Mix-up Strategy to Enhance Adversarial Training with Imbalanced Data [pdf]
Harry Shomer*, Wentao Wang*, Yuxuan Wan, Yaxin Li, Jiangtao Huang and Hui Liu
In Proceedings of the 32nd ACM International on Conference on Information and Knowledge Management (CIKM), 2023. -
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion? [pdf]
Juanhui Li, Harry Shomer, Jiayuan Ding, Yiqi Wang, Yao Ma, Neil Shah, Jiliang Tang, Dawei Yin.
In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL), 2023. -
Toward Degree Bias in Embedding-Based Knowledge Graph Completion [pdf]
Harry Shomer, Wei Jin, Wentao Wang, Jiliang Tang.
In Proceedings of the ACM Web Conference (TheWebConf), 2023. -
Detecting Harmful Conversational Content towards LGBTQIA+ Individuals [pdf]
Jamell Dacon, Harry Shomer, Shaylynn Crum-Dacon, Jiliang Tang.
NAACL’22: Queer in AI Workshop, 2022.