Abstract: With recent dramatic advances in Field Programmable Gate Arrays (FPGAs), these devices are being used along with multi-core and novel memory technologies to realize…
Abstract: Earth system models (ESMs) are the main tools currently used to project global mean temperature rise according to several future greenhouse gases emissions scenarios.…
Abstract: Increasingly countries and regions have strict laws and regulations to protect the privacy of personal data. For example, the states of the European Union…
Abstract: Language model agents are tackling challenging tasks from embodied planning to web navigation to programming. These models are a powerful artifact of natural language…
Abstract: Researchers have rightfully been concerned about preventing memory errors, but in doing so have ignored methods to improve the security of the parts of…
Abstract: Mobile/edge visual analytics will prevail in the modern AI era. Most researchers focus on deep-learning-based model compression to achieve this goal. Model compression can…
Abstract: Computing is bottlenecked by data. Large amounts of application data overwhelm storage capability, communication capability, and computation capability of the modern machines we design…
Abstract: Large Language Models (LLMs) may bring unprecedented power for scientific exploration. However, current LLMs may still encounter major challenges for effective scientific exploration due…
Abstract: Shortest-path problems concern finding shortest routes through a network or graph. A common application of shortest paths in our daily lives is computing driving…
Abstract: Generative models have achieved remarkable quality and success in a variety of machine learning applications, promising to become the standard paradigm for regression. However,…
Abstract: Since emerging in 2020, neural radiance fields (NeRFs) have marked a transformative breakthrough in representing photorealistic 3D scenes. In the years that followed, numerous…
Abstract: Over the past decade, machine learning has achieved remarkable progress across a wide range of applications. This success is largely attributable to the paradigm…