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@e6data
Data Scientist
June 12, 2026 – Present
RSPNBench
December 20, 2025 – Present
Relational Sum-Product Networks implementation in C++ and Java.
View ProjectMulti-Agent-Limited-Comms
October 26, 2025 – November 6, 2025
This repo shows how agents can learn to dynamically modulate message precision at the bit-level, reducing bandwidth by >10x. We find a simple Transformer + DDCL (our method) matches complex, specialized communication architectures, supporting the "Bitter Lesson."
View Projectevent-based-mamba
September 23, 2025 – October 1, 2025
Building on our prior work on event-based state-space models, we developed an event-based state-space model based on the Mamba architecture for asynchronous streams of events such as event-based vision, spiking audio and point clouds.
View Projectrspn-dml
February 6, 2025 – February 6, 2025
Relational Sum-Product Networks Implementation in Apache SystemDS
View ProjectML-Labs-2024
September 6, 2024 – October 26, 2024
Take-home lab assignments for the Machine Learning course in the first semester of 2024-25.
View Projectnectar
May 31, 2024 – August 5, 2024
Federated Knowledge Distillation framework based on Flower.
View ProjectCultural Fit Analysis
The candidate shows a strong inclination towards research and development through numerous personal projects, many of which are academic or experimental in nature. This suggests a fit for an innovative, research-driven environment. However, the lack of team-based projects or contributions to open-source beyond personal repositories makes it difficult to assess collaboration and broader cultural alignment. The current role as 'Data Scientist' aligns with the target role, but without details on responsibilities, it's hard to gauge the depth of fit.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The candidate's project descriptions are technical but do not provide insight into collaboration, problem-solving approach, or communication style.