Scalable GNN Training via Parameter Freeze and Layer Detachment.

Chang Gong 0002 龚畅 Fudan University, School of Data Science, Shanghai, China https://orcid.org/0009-0009-6083-8159 Chang Gong Chang Gong 0001 Chinese Academy of Sciences, Institute of Computing Technology, Beijing, China https://orcid.org/0000-0001-7941-5011 Chang Gong 0002 Boyu Yang 0003 Weiguo Zheng Xing Huang Weiyi Huang Jie Wen Shijie Sun Bohua Yang Scalable GNN Training via Parameter Freeze and Layer Detachment. 3-19 2025 DASFAA (3) https://doi.org/10.1007/978-981-95-3906-2_1 conf/dasfaa/2025-3 db/conf/dasfaa/dasfaa2025-3.html#GongYZHHWSY25 streams/conf/dasfaa Chang Gong 0002 Weiguo Zheng Hongwei Feng Accelerating DeepWalk via Context-Level Parameter Update and Huffman Tree Pruning. DASFAA (1) 2025 360-370 conf/dasfaa/2025-1 https://doi.org/10.1007/978-981-95-3827-0_26 db/conf/dasfaa/dasfaa2025-1.html#GongZF25 streams/conf/dasfaa Chang Gong 0002 Boyu Yang 0003 Weiguo Zheng HFLR: Optimizing GNN Training via High-Fixed-Low-Resampling. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10890404 conf/icassp/2025 db/conf/icassp/icassp2025.html#00020Z25

Chang Gong 0002 Wanrui Bian Zhijie Zhang 0004 Weiguo Zheng Pseudocode-Injection Magic: Enabling LLMs to Tackle Graph Computational Tasks. 2025 January abs/2501.13731 CoRR https://doi.org/10.48550/arXiv.2501.13731 db/journals/corr/corr2501.html#abs-2501-13731 streams/journals/corr

Chang Gong 0002 Boyu Yang 0003 Weiguo Zheng Xing Huang Weiyi Huang Jie Wen Shijie Sun Bohua Yang Towards Building a Lightweight and Powerful Computation Graph for Scalable GNN. 177-192 2024 WISE (2) https://doi.org/10.1007/978-981-96-0567-5_14 conf/wise/2024-2 db/conf/wise/wise2024-2.html#GongYZHHWSY24 streams/conf/wise Wanrui Bian Hongwei Feng Weiyi Huang Xing Huang Shijie Sun Jie Wen Bohua Yang Boyu Yang 0003 Zhijie Zhang 0004 Weiguo Zheng