agent architecture 1data science automation 1initial state generation 1parallel execution 1test-time scaling 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
CIPHER: A Decoupled Exploration-Selection Framework for Test-Time Scaling of Data Science Agents
Maxime Heuillet, Sharadind Peddiraju
CIPHER is an AI-powered data science agent that improves reliability by generating multiple candidate initial states and selecting the best ones for parallel execution at test time…
cs.LG2024
Domain Specific Data Distillation and Multi-modal Embedding Generation
Sharadind Peddiraju, Srini Rajagopal
The challenge of creating domain-centric embeddings arises from the abundance of unstructured data and the scarcity of domain-specific structured data. Conventional embedding techn…