6 citations · 6 across the 6 of their papers we have counts for
7 papers
Diversity is the Strength of the AI Crowd
Matthew Aitchison, Scott Jeen, Toby Shevlane +1
Top AI forecasting systems are approaching superforecaster-level accuracy on future world events, but still rely primarily on off-the-shelf LLMs combined with forecasting-specific…
On Zero-Shot Reinforcement Learning
Scott Jeen
Modern reinforcement learning (RL) systems capture deep truths about general, human problem-solving. In domains where new data can be simulated cheaply, these systems uncover seque…
Zero-Shot Reinforcement Learning Under Partial Observability
Scott Jeen, Tom Bewley, Jonathan M. Cullen
Recent work has shown that, under certain assumptions, zero-shot reinforcement learning (RL) methods can generalise to any unseen task in an environment after reward-free pre-train…
Zero-Shot Reinforcement Learning from Low Quality Data
Scott Jeen, Tom Bewley, Jonathan M. Cullen
Zero-shot reinforcement learning (RL) promises to provide agents that can perform any task in an environment after an offline, reward-free pre-training phase. Methods leveraging su…
Low Emission Building Control with Zero-Shot Reinforcement Learning
Scott R. Jeen, Alessandro Abate, Jonathan M. Cullen
Heating and cooling systems in buildings account for 31\% of global energy use, much of which are regulated by Rule Based Controllers (RBCs) that neither maximise energy efficiency…
Low Emission Building Control with Zero-Shot Reinforcement Learning
Scott R. Jeen, Alessandro Abate, Jonathan M. Cullen
Heating and cooling systems in buildings account for 31% of global energy use, much of which are regulated by Rule Based Controllers (RBCs) that neither maximise energy efficiency…
Transforming agrifood production systems and supply chains with digital twins
Asaf Tzachor, Catherine E. Richards, Scott Jeen
Digital twins can transform agricultural production systems and supply chains, curbing greenhouse gas emissions, food waste and malnutrition. However, the potential of these advanc…