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Machine Learning with a Honk

Massimiliano Viola

Weekly insights into machine learning research, focusing on computer vision and generative models.

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Substack
PricingOnly free issuesPublishesWeekly
Issues63Founded2 years agoLast Issue4 days ago
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Latest Issues

63. Steerable Visual Representations

Introduction

Pretrained Vision Transformers (ViTs) are static by design. If we have an architecture and a fixed set of weights, feeding an image through the model yields an identical output every single time.

Still, anyone deploying the...

4 days ago
1
2

62. PartField

Introduction

General 3D encoders are becoming popular as we adopt more scalable architectures and expand the size and diversity of training datasets. For instance, models like Sonata [2], Concerto [3], and Utonia [4], which I covered in...

18 days ago

61. CVPR 2026 Recap

A conference a mile high

At the beginning of the month, the IEEE/CVF Conference on Computer Vision and Pattern Recognition (aka CVPR) 2026 took place in Denver, Colorado. With the convention center standing literally a mile high (yes, 16...

a month ago
6

60. Sapiens and Sapiens2

Introduction

Image foundation models learn powerful features from massive datasets with the goal of maximizing performance on a wide range of tasks. But when it comes to human-centric vision applications, such as fine-grained body part s...

2 months ago
3

59. From AM-RADIO to C-RADIOv4

Introduction

Over the last five years, industry research in computer vision has produced a wide variety of foundation models. Powerful, general, and trained on large datasets, they have historically dominated certain tasks but consistent...

2 months ago
7

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Authors

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  • Massimiliano Viola

    Perception & Safety at Bedrock Robotics. Previously at Cerrion (YC S22), Stanford, and ETH Zurich.

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