Historical Documents
Methods for processing old, degraded, handwritten, and inconsistently structured records.
Research
Document understanding under real-world variance
OCR and HWR
Sequence modeling, layout-aware processing, recognition evaluation, and error analysis.
Robust AI
Model behavior across variance, weak supervision, representation learning, and deployment constraints.
Projects
Selected technical artifacts
Simple HWR
Handwriting recognition codebase using neural sequence modeling for offline recognition.
Census Forms
Document classification work related to semantic segmentation masks and embeddings for fine-grained form recognition.
Publication Record
Research publications and citation profile for document AI and related machine learning work.