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Manish Nagaraj

3 accepted papers

2026

TRIM: Token-wise Attention-Derived Saliency for Data-Efficient Instruction Tuning

ICML 2026poster

Instruction tuning is essential for aligning large language models (LLMs) to downstream tasks and commonly relies on large, diverse corpora. However, small, high-quality subsets, known as coresets, can deliver comparable or superior results, though curating them remains challenging. Existing methods…

Cited by 0SourceScholar
2024

FEDORA: A Flying Event Dataset fOr Reactive behAvior

IROS 2024poster

The ability of resource-constrained biological systems such as fruitflies to perform complex and high-speed maneuvers in cluttered environments has been one of the prime sources of inspiration for developing vision-based autonomous systems. To emulate this capability, the perception pipeline of such…

Cited by 1SourceScholar
2023

DOTIE - Detecting Objects through Temporal Isolation of Events using a Spiking Architecture

ICRA 2023poster

Vision-based autonomous navigation systems rely on fast and accurate object detection algorithms to avoid obstacles. Algorithms and sensors designed for such systems need to be computationally efficient, due to the limited energy of the hardware used for deployment. Biologically inspired event camer…

Cited by 27SourcecodeScholar