Author

Amal Gueroudji

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Preprint Sep 2026

COMPASS: Steering Distributed Vector Search with Scientific Knowledge Graphs

Vector databases use hashing to partition data across"shards,"logical units for distributed execution. This placement, however, destroys semantic locality, forcing each query into scatter-gather limited by the slowest shard. Vector-space clustering can help, but scientific evidence is often connected by factual relatio...

Song Young Oh, Amal Gueroudji, Seth Ockerman et al. · 0 citations

Preprint Aug 2026

Workflow Cards: Structured Summaries of Workflow Executions Using Provenance Data

Model Cards and Data Cards have demonstrated the value of structured, human-readable documentation for machine learning artifacts, capturing their context, parameters, limitations, and intended use. However, these practices remain focused on static artifacts (the datasets and trained models themselves) while overlookin...

Nicola Giuseppe Marchioro, Gabriele Padovani, Amal Gueroudji et al. · 0 citations