most citedSurrogate modeling for Bayesian optimization beyond a single Gaussian process

1 citations · 1 across the 1 of their papers we have counts for

collaborators

6 papers

stat.ML20261 cited

Surrogate modeling for Bayesian optimization beyond a single Gaussian process

Qin Lu, Konstantinos D. Polyzos, Bingcong Li +1

Bayesian optimization (BO) has well-documented merits for optimizing black-box functions with an expensive evaluation cost. Such functions emerge in applications as diverse as hype…

cs.CV2026

A Single Image and Multimodality Is All You Need for Novel View Synthesis

Amirhosein Javadi, Chi-Shiang Gau, Konstantinos D. Polyzos +1

Diffusion-based approaches have recently demonstrated strong performance for single-image novel view synthesis by conditioning generative models on geometry inferred from monocular…

cs.CV2026

Can Cross-Layer Transcoders Replace Vision Transformer Activations? An Interpretable Perspective on Vision

Gerasimos Chatzoudis, Konstantinos D. Polyzos, Zhuowei Li +4

Understanding the internal activations of Vision Transformers (ViTs) is critical for building interpretable and trustworthy models. While Sparse Autoencoders (SAEs) have been used…

cs.CV2026

3D Scene Rendering with Multimodal Gaussian Splatting

Chi-Shiang Gau, Konstantinos D. Polyzos, Athanasios Bacharis +2

3D scene reconstruction and rendering are core tasks in computer vision, with applications spanning industrial monitoring, robotics, and autonomous driving. Recent advances in 3D G…

cs.CV2025

ActiveInitSplat: How Active Image Selection Helps Gaussian Splatting

Konstantinos D. Polyzos, Athanasios Bacharis, Saketh Madhuvarasu +2

Gaussian splatting (GS) along with its extensions and variants provides outstanding performance in real-time scene rendering while meeting reduced storage demands and computational…

cs.RO2025

BOSfM: A View Planning Framework for Optimal 3D Reconstruction of Agricultural Scenes

Athanasios Bacharis, Konstantinos D. Polyzos, Georgios B. Giannakis +1

Active vision (AV) has been in the spotlight of robotics research due to its emergence in numerous applications including agricultural tasks such as precision crop monitoring and a…