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Aditya Jain

3 accepted papers

2025

Open-Insect: Benchmarking Open-Set Recognition of Novel Species in Biodiversity Monitoring

NeurIPS 2025spotlight

Global biodiversity is declining at an unprecedented rate, yet little information is known about most species and how their populations are changing. Indeed, some 90% Earth’s species are estimated to be completely unknown. Machine learning has recently emerged as a promising tool to facilitate long-…

Cited by 0SourceScholar
2024

Agonist-Antagonist Pouch Motors: Bidirectional Soft Actuators Enhanced by Thermally Responsive Peltier Elements

IROS 2024poster

In this study, we introduce a novel Mylar-based pouch motor design that leverages the reversible actuation capabilities of Peltier junctions to enable agonist-antagonist muscle mimicry in soft robotics. Addressing the limitations of traditional silicone-based materials, such as leakage and phase-cha…

Cited by 0SourceScholar
2024

Generator Assisted Mixture of Experts for Feature Acquisition in Batch

AAAI 2024technical

Given a set of observations, feature acquisition is about finding the subset of unobserved features which would enhance accuracy. Such problems has been explored in a sequential setting in prior work. Here, the model receives feedback from every new feature acquireed and chooses to explore more feat…