86 citations · 103 across the 4 of their papers we have counts for
4 papers
Gorilla: Large Language Model Connected with Massive APIs
Shishir G. Patil, Tianjun Zhang, Xin Wang +1
Large Language Models (LLMs) have seen an impressive wave of advances recently, with models now excelling in a variety of tasks, such as mathematical reasoning and program synthesi…
Skyplane: Optimizing Transfer Cost and Throughput Using Cloud-Aware Overlays
Paras Jain, Sam Kumar, Sarah Wooders +3
Cloud applications are increasingly distributing data across multiple regions and cloud providers. Unfortunately, wide-area bulk data transfers are often slow, bottlenecking applic…
POET: Training Neural Networks on Tiny Devices with Integrated Rematerialization and Paging
Shishir G. Patil, Paras Jain, Prabal Dutta +2
Fine-tuning models on edge devices like mobile phones would enable privacy-preserving personalization over sensitive data. However, edge training has historically been limited to r…
Learning Embeddings that Capture Spatial Semantics for Indoor Navigation
Vidhi Jain, Prakhar Agarwal, Shishir Patil +1
Incorporating domain-specific priors in search and navigation tasks has shown promising results in improving generalization and sample complexity over end-to-end trained policies.…