Synaptic Radio

Principal ML engineer focused on foundation models, agentic systems and scientific AI. I write about the math, systems and engineering judgement behind reliable ML workflows.

Home
Archives
Categories
Tags
Resume
Search
1. Dark Mode

Search

Categories

Distributed Training Evaluation and Experimentation Multimodal Learning Reliability and Observability Software Architecture Tokenization and Representation

Tags

Checkpointing Coordinate Encoding Evaluation Fault-Tolerance Multimodal Models Pytorch Reproducibility Spatial Reasoning Training-Systems

Categories

1 page

Tokenization and Representation

Pixels Are Not Positions: Testing 2D Coordinate Encodings Under Scale and Translation

Featured image of post Pixels Are Not Positions: Testing 2D Coordinate Encodings Under Scale and Translation

© 2026 Anshuman Sahoo