4 papers · 1 filter
Generative AI and Digital Ecosystem Resilience: A Proactive Lifecycle-Based Survey
Jonghyun Chung, Rishabh Chaddha, Sanket Badhe +3
The proliferation of adversarial synthetic content, accelerated by Generative AI (GenAI) is rendering traditional reactive detection methods ineffective. This survey synthesizes em…
Assessing the Operational Viability of Foundation Models for Time Series Forecasting
Kavin Soni, Debanshu Das, Vamshi Guduguntla
Time series forecasting drives operational decisions in areas like finance, transportation, and energy. While supervised learning approaches achieve strong performance, they requir…
Croissant Baker: Metadata Generation for Discoverable, Governable, and Reusable ML Datasets
Rafi Al Attrach, Rajna Fani, Sebastian Lobentanzer +17
Croissant has emerged as the metadata standard for machine learning datasets, providing a structured, JSON-LD-based format that makes dataset discovery, automated ingestion, and re…
VALOR: Value-Aware Revenue Uplift Modeling with Treatment-Gated Representation for B2B Sales
Vamshi Guduguntla, Kavin Soni, Debanshu Das
B2B sales organizations must identify "persuadable" accounts within zero-inflated revenue distributions to optimize expensive human resource allocation. Standard uplift frameworks…