Robust Neural Posterior Estimation and Statistical Model Criticism

Robust Neural Posterior Estimation and Statistical Model Criticism NeurIPS 2022 Computer simulations have proven a valuable tool for understanding complex phenomena across the sciences. However, the utility of simulators for modelling and forecasting purposes is often restricted by low data quality, as well as practical limits to model fidelity. In order to circumvent these difficulties, […]
Calibrating Agent-based Models to Microdata with Graphic Neural Networks

Calibrating Agent-based Models to Microdata with Graphic Neural Networks ICML 2022 Artificial Intelligence for Agent-based Modelling (AI4ABM) Workshop Calibrating agent-based models (ABMs) to data is among the most fundamental requirements to ensure the model fulfils its desired purpose. In recent years, simulation-based inference methods have emerged as powerful tools for performing this task when the […]
Making sense of synthetic environments through effective model integration

Improbable Defence’s research efforts aim to enable a new generation of multi-domain, multi-use synthetic environments that can bolster the security and national resilience of the UK and our allies. Over the coming weeks and months, we’ll be taking a closer look at some of the most intractable problems that both Improbable Defence and our partners […]
Technical writing: making the (unique) case for guerilla docs testing

Technical writing: making the (unique) case for guerilla docs testing The technical writing team at Improbable Defence is focused on simplifying complex technology, advocating for the needs of different users so they can use our tech successfully. A day in the life might involve writing for military planners weighing their decisions against a mountain of […]
High Performance Simulation for Scalable Multi-Agent Reinforcement Learning

High Performance Simulation for Scalable Multi-Agent Reinforcement Learning ICML 2022 Artificial Intelligence for Agent-based Modelling (AI4ABM) Workshop Multi-agent reinforcement learning experiments and open-source training environments are typically limited in scale, supporting tens or sometimes up to hundreds of interacting agents. In this paper we demonstrate the use of Vogue, a high performance agent based model […]
A new development platform, and a new collaboration with the Royal Navy

A new development platform, and a new collaboration with the Royal Navy London, 30 June, 2022 – Improbable Defence (Improbable) has formally announced the launch of its Synthetic Environment Development Platform, Skyral, as well as a new contract with the Royal Navy. Skyral is a software development platform engineered to allow organisations across government, industry […]
#IBelong: Ashley Fehr, Applied Scientist

#IBelong: Ashley Fehr, Applied Scientist In this ongoing blog series, we celebrate the breadth and depth of diversity and experience across Improbable Defence’s workforce and spotlight the importance of a supportive working environment. Ashley Fehr, Applied Scientist, Improbable U.S. Defence & National Security Q: What’s your role at IO? A: I’m an Applied Scientist on our […]
New to defence? Seven things we learned coming into the sector

New to defence? Seven things we learned coming into the sector Libby Penn, Chief Operating Officer Changing industries is not uncommon in the tech space. Many of us have worked in different areas whether that’s gaming, finance, health, sports, media. I myself have worked across tech companies in HR tech, fintech, augmented reality, even tech for […]
London, Exercise ARRCADE LIONHEART 2022: reimagining urban warfare

London, Exercise ARRCADE LIONHEART 2022: reimagining urban warfare The NATO 2022 Strategic Concept paints a stark portrait of a world rocked by ‘pervasive instability, rising strategic competition and advancing authoritarianism’. In an age of high-intensity, multi-domain urban operations, challenges such as these threaten to undermine the West’s values, security and prosperity. Exercises like ARRCADE LIONHEART […]
Improbable Defence test practice: come apply to us

Improbable Defence test practice: come apply to us What does a hiring manager in Defence look for in a person when they apply to work with us in the test practice? We completely appreciate that we’re asking you to put a lot of time and thought into your application, so we try to help people […]