Search Results for author: Simranjit Singh

Found 4 papers, 1 papers with code

GeckOpt: LLM System Efficiency via Intent-Based Tool Selection

no code implementations24 Apr 2024 Michael Fore, Simranjit Singh, Dimitrios Stamoulis

In this preliminary study, we investigate a GPT-driven intent-based reasoning approach to streamline tool selection for large language models (LLMs) aimed at system efficiency.

GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilots

no code implementations23 Apr 2024 Simranjit Singh, Michael Fore, Dimitrios Stamoulis

Geospatial Copilots unlock unprecedented potential for performing Earth Observation (EO) applications through natural language instructions.

Earth Observation

Stable Diffusion For Aerial Object Detection

no code implementations21 Nov 2023 Yanan Jian, Fuxun Yu, Simranjit Singh, Dimitrios Stamoulis

Aerial object detection is a challenging task, in which one major obstacle lies in the limitations of large-scale data collection and the long-tail distribution of certain classes.

Data Augmentation Object +2

Sign-OPT: A Query-Efficient Hard-label Adversarial Attack

1 code implementation ICLR 2020 Minhao Cheng, Simranjit Singh, Patrick Chen, Pin-Yu Chen, Sijia Liu, Cho-Jui Hsieh

We study the most practical problem setup for evaluating adversarial robustness of a machine learning system with limited access: the hard-label black-box attack setting for generating adversarial examples, where limited model queries are allowed and only the decision is provided to a queried data input.

Adversarial Attack Adversarial Robustness +1

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