Factorization with Uncertainty and Missing Data: Exploiting Temporal Coherence. - Amit Gruber; Yair Weiss (NIPS, 2003)

Multibody Factorization with Uncertainty and Missing Data Using the EM Algorithm. - Amit Gruber; Yair Weiss (CVPR (1), 2004)

Incorporating Constraints and Prior Knowledge into Factorization Algorithms - An Application to 3D Recovery. - Amit Gruber; Yair Weiss (SLSFS, 2005)

Incorporating non-motion cues into 3D motion segmentation. - Amit Gruber; Yair Weiss (Comput. Vis. Image Underst., 2007)

Hidden Topic Markov Models. - Amit Gruber; Yair Weiss; Michal Rosen-Zvi (AISTATS, 2007)

Latent Topic Models for Hypertext. - Amit Gruber; Michal Rosen-Zvi; Yair Weiss (UAI, 2008)

Adding structural information to factor models in machine learning and computer vision (כולל שער נוסף ותקציר בעברית: הוספת מידע מבני לבעיות מרובות גורמים בלמידה חישובית וראיה ממוחשבת.). - Amit Gruber (2010)

Factorial HMMs with Collapsed Gibbs Sampling for Optimizing Long-term HIV Therapy. - Amit Gruber; Chen Yanover; Tal El-Hay; Anders Sönnerborg; Vanni Borghi; Francesca Incardona; Yaara Goldschmidt (AISTATS, 2018)

From Observational Data to Clinical Recommendations: A Causal Framework for Estimating Patient-level Treatment Effects and Learning Policies. - Rom Gutman; Shimon Sheiba; Omer Noy Klein; Naama Dekel Bird; Amit Gruber; Doron Aronson; Oren Caspi; Uri Shalit (CoRR, 2025)