4 papers
Reproducible Evaluation as the Substrate for Safe Prompt Compression in Production Agents
Prabal Vashisht, Zheng Hu, Ying Yang
Evaluating conversational agents that act on live, mutable enterprise data is hard: replayed sessions drift as backend state changes, and a benchmark built today can silently go st…
Private Federated Learning In Real World Application -- A Case Study
An Ji, Bortik Bandyopadhyay, Congzheng Song +7
This paper presents an implementation of machine learning model training using private federated learning (PFL) on edge devices. We introduce a novel framework that uses PFL to add…
UI-JEPA: Towards Active Perception of User Intent through Onscreen User Activity
Yicheng Fu, Raviteja Anantha, Prabal Vashisht +2
Generating user intent from a sequence of user interface (UI) actions is a core challenge in comprehensive UI understanding. Recent advancements in multimodal large language models…
DTW-SiameseNet: Dynamic Time Warped Siamese Network for Mispronunciation Detection and Correction
Raviteja Anantha, Kriti Bhasin, Daniela de la Parra Aguilar +3
Personal Digital Assistants (PDAs) - such as Siri, Alexa and Google Assistant, to name a few - play an increasingly important role to access information and complete tasks spanning…