3 papers
cs.IR2026
LIME: Link-based user-item Interaction Modeling with decoupled xor attention for Efficient test time scaling
Yunjiang Jiang, Ayush Agarwal, Yang Liu +1
Scaling large recommendation systems requires advancing three major frontiers: processing longer user histories, expanding candidate sets, and increasing model capacity. While prom…
cs.CL2025
Retrieval and Augmentation of Domain Knowledge for Text-to-SQL Semantic Parsing
Manasi Patwardhan, Ayush Agarwal, Shabbirhussain Bhaisaheb +3
The performance of Large Language Models (LLMs) for translating Natural Language (NL) queries into SQL varies significantly across databases (DBs). NL queries are often expressed u…
cs.LG2025
Scalable Permutation-Aware Modeling for Temporal Set Prediction
Ashish Ranjan, Ayush Agarwal, Shalin Barot +1
Temporal set prediction involves forecasting the elements that will appear in the next set, given a sequence of prior sets, each containing a variable number of elements. Existing…