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Sibo Tian

3 accepted papers

2025

Out-of-Distribution Generalized Graph Anomaly Detection with Homophily-aware Environment Mixup

NeurIPS 2025poster

Graph anomaly detection (GAD) is widely prevalent in scenarios such as financial fraud detection, anti-money laundering, and social bot detection. However, structural distribution shifts are commonly observed in real-world GAD data due to selection bias, resulting in reduced homophily. Existing GAD…

Cited by 0SourceScholar
2024

DE-TGN: Uncertainty-Aware Human Motion Forecasting Using Deep Ensembles

RA-L 2024

Ensuring the safety of human workers in a collaborative environment with robots is of utmost importance. Although accurate pose prediction models can help prevent collisions between human workers and robots, they are still susceptible to critical errors. In this study, we propose a novel approach ca

Cited by 19SourceScholar
2024

TransFusion: A Practical and Effective Transformer-Based Diffusion Model for 3D Human Motion Prediction

RA-L 2024

Predicting human motion plays a crucial role in ensuring a safe and effective human-robot close collaboration in intelligent remanufacturing systems of the future. Existing works can be categorized into two groups: those focusing on accuracy, predicting a single future motion, and those generating d

Cited by 46SourcecodeScholar