Search Results for author: Shikhar Jaiswal

Found 2 papers, 0 papers with code

MinUn: Accurate ML Inference on Microcontrollers

no code implementations29 Oct 2022 Shikhar Jaiswal, Rahul Kiran Kranti Goli, Aayan Kumar, Vivek Seshadri, Rahul Sharma

Running machine learning inference on tiny devices, known as TinyML, is an emerging research area.

OOD-DiskANN: Efficient and Scalable Graph ANNS for Out-of-Distribution Queries

no code implementations22 Oct 2022 Shikhar Jaiswal, Ravishankar Krishnaswamy, Ankit Garg, Harsha Vardhan Simhadri, Sheshansh Agrawal

State-of-the-art algorithms for Approximate Nearest Neighbor Search (ANNS) such as DiskANN, FAISS-IVF, and HNSW build data dependent indices that offer substantially better accuracy and search efficiency over data-agnostic indices by overfitting to the index data distribution.

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