3 papers
cs.AI2026
A Cost-Aware Agentic Architecture for NL-to-SQL over Nested Enterprise Schemas, with a New Benchmark
Yoga Sri Varshan Varadharajan, Ajay Yadav, Ritesh Goru +5
Natural-language-to-SQL systems have ad- vanced rapidly on academic benchmarks, yet production enterprise schemas exhibit graph- like, semi-structured, deeply nested structure that…
cs.DC2026
CUCo: An Agentic Framework for Compute and Communication Co-design
Yoga Sri Varshan Varadharajan, Bodun Hu, Saurabh Agarwal +1
Computation and communication in distributed LLM training and inference are traditionally optimized in isolation; expert-crafted systems such as DeepEP, FLUX, and TokenWeave show t…
cs.IR2026
Succeeding at Scale: Enterprise Retrieval Benchmark Construction and Index-Preserving Query Adaptation for Multi-Tenant Search
Prateek Jain, Shabari S Nair, Ritesh Goru +4
Large-scale multi-tenant retrieval systems generate extensive query logs but lack curated relevance labels for effective domain adaptation, resulting in substantial underutilized "…