IEEE

Uncertainty Quantification for Safety of the Intended Functionality of Autonomous Driving: A Comprehensive Survey

Abstract: With the development of deep learning technology in autonomous driving, to solve the Safety problems caused by uncertain factors, the safety of the intended functionality (SOTIF) standard ...
IEEE

Uncertainty Quantification in PEEC Method: A Physics-Informed Neural Networks-Based Polynomial Chaos Expansion

Abstract: In this article, we propose a novel machine learning approach for uncertainty quantification (UQ) within the partial equivalent element circuit (PEEC) framework, employing physics-informed ...
The Financial Times

Middle powers face a new age of uncertainty

When imperial rulers sound a strategic retreat, their authority tends to crumble faster than they could have imagined — or feared. The lot of the Soviet Union and apartheid South Africa springs to ...
The New York Times

‘A Singularly Turbulent Time’: Deeper Uncertainty in Store for Global Economy

A reordering of the rules of trade, set on top of transformational change in technology, demographics and climate, is remaking jobs, politics and lives. By Patricia Cohen Patricia Cohen, who is based ...
The Conversation

In this age of global uncertainty, where in the world can we look for guidance?

Ian Scoones was a recipient of a European Research Council Advanced Grant for the PASTRES project - Pastoralism, Uncertainty and Resilience: Global Lessons from the ...