SIGKDD Explorations

December 2025, Volume 27, Issue 2

Editor in Chief

Associate Editors

December 2025, Volume 27, Issue 2

ARTICLES

Uncertain Boundaries: Multidisciplinary Approaches to Copyright Issues in Generative AI [1]
Archer Amon, Zhipeng Yin, Zichong Wang, Avash Palikhe, and Wenbin Zhang

Mapping Deep Learning to Blockchain Security: A Survey [13]
Vanessa Ortiz, Alexandria Bates, Gaby G. Dagher, Jun Zhuang, and Tim Andersen

Urban Planning in the Age of Agentic AI: Emerging Paradigms and Prospects [35]
Rui Liu, Tao Zhe, Zhong-Ren Peng, Necati Catbas, Xinyue Ye, Dongjie Wang, and Yanjie Fu

LTSM-Bundle: A Toolbox and Benchmark on Large Language Models for Time Series Forecasting [43]
Yu-Neng Chuang, Songchen Li, Jiayi Yuan, Guanchu Wang, Kwei-Herng Lai, Songyuan Sui, Leisheng Yu, Sirui Ding, Chia-Yuan Chang, Alfredo Costilla Reyes, Daochen Zha, and Xia Hu

Are Classification Robustness and Explanation Robustness Really Strongly Correlated? An Analysis Through Input Loss Landscape [62]
Tiejin Chen, Wenwang Huang, Linsey Pang, Dongsheng Luo, and Hua Wei

Towards Uncovering How Large Language Models Work: An Interpretability Perspective [79]
Haiyan Zhao, Fan Yang, Bo Shen, Ali Payani, Himabindu Lakkaraju, and Mengnan Du

Unifying Knowledge in Agentic LLMs: Concepts, Methods, and Recent Advancements [88]
Lihui Liu, and Kais Shu

Overcoming Pitfalls in Graph Contrastive Learning Evaluation: Toward Comprehensive Benchmarks [97]
Qian Ma, Hongliang Chi, Hengrui Zhang, Kay Liu, Zhiwei Zhang, Lu Cheng, Suhang Wang, Philip S. Yu, and Yao Ma

OmniRouter: Budget and Performance Controllable Multi-LLM Routing [107]
Kai Mei, Wujiang Xu, Minghao Guo, Shuhang Lin, and Yongfeng Zhang

Special Contribution from the first workshop on SafeAI at UAI 2025

Introduction to The Special Section on Safe AI [117]
Mykola Pechenizkiy, and Stiven S. Dias

Assuring the Case: A Safety Engineering Approach to AI-Enabled Systems [124]
Scot Davidson, Oseghale Igene, and Paul Miller

DT-sampler: A SAT-based Decision Tree Ensemble [132]
Xiaotian Xue, Chao Huang, Koji Tsuda, and Diptesh Das

SpaCE-VAE: Sparse and Confident Explanations using Variational Autoencoders [142]
Alexander Liu, and Sibylle Hess

Explaining Embedding-Based Matching of Hand-Drawn Binary Symbols with Grad-CAM: A Case Study on Cattle Brands [149]
Leandra Alves Soares, Marcos Vinícius S. Medeiros, and Aldo A. Díaz-Salazar

A Non-Parametric Bayesian Approach Towards Online Sequence Learning [156]
Stiven S. Dias, Marcelo G. S. Bruno, and Alberto F. De Souza

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