Vikash Kumar Singh

Development of a Deep Learning Model for Audio Question Answering (AQA)

This paper presents a high-efficiency multimodal framework designed for Audio Question Answering (AQA). To overcome standard CPU and disk I/O bottlenecks, the architecture implements a zero-I/O data pipeline that pre-processes and caches 10,686 samples directly into the 48 GB VRA...

Development of a Deep Learning Model for Audio Question Answering (AQA)

This paper presents a high-efficiency multimodal framework designed for Audio Question Answering (AQA). To overcome standard CPU and disk I/O bottlenecks, the architecture implements a zero-I/O data pipeline that pre-processes and caches 10,686 samples directly into the 48 GB VRA...

TRUST-SC: truthful multi-task double auction for quality-aware spatial crowdsourcing in strategic environment

Spatial crowdsourcing (SC) enables the assignment of location-based tasks to mobile users who must travel to specific locations to perform sensing or service activities. However, SC systems often operate in strategic environments where both task requesters and task executors poss...