Work

Selected research and abstracted systems work.

This page separates public research from confidential professional systems work. Sensitive details stay private by design.

Public research

2023

Partial Order Ranking with SMC and Plackett–Luce Models

Ranking estimation under partial observations and time-varying order structure.

Partial order Plackett–Luce Sequential Monte Carlo MCMC

2022

Dynamic Network Evolution and Triadic Closure

Modeling evolving social networks, from triadic closure to block-structured communities.

Network science Triadic closure Mean-field theory Community detection

2022

Improvements for Nonlinear Filtering Algorithms

Sequential Monte Carlo, Gaussian processes, and online hyperparameter inference for noisy streaming data.

Sequential Monte Carlo Gaussian processes Bayesian inference Streaming data

Sanitized systems

Professional systems work, deliberately abstracted.

These cards describe capabilities and engineering judgment without revealing proprietary details or internal names.

Capability · abstracted

Research Infrastructure

Research workflows that connect data quality, signal generation, model evaluation, and production-readiness checks. Designed for reproducibility without exposing proprietary details.

data reliability reproducibility model evaluation

Capability · abstracted

Risk Controls

Production-aware controls that make automated decision systems easier to monitor, constrain, and reason about under changing conditions.

guardrails monitoring operational safety

Capability · abstracted

Production Observability

Feedback loops around deployed system behavior. Emphasis on traceability, diagnosis, and clean separation between research assumptions and runtime evidence.

observability diagnostics evidence trails