Explainably Safe Reinforcement Learning
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Explainably Safe Reinforcement Learning
Announce Type: new Abstract: Trust in a decision-making system requires both safety guarantees and the ability to interpret and understand its behavior. This is particularly important for learned systems, whose decision-making processes are often highly opaque. Shielding is a prominent model-based technique for enforcing safety in reinforcement learning.
Human-Like Neural Nets by Catapulting
Human-like Neural Nets by Catapulting Speculative proposal to create artificial neural nets with human-like performance by high-learning-rate/regularization training of overparameterized NNs to trigger catapulting/grokking. Over-parameterization as a route to true generalization would resolve many outstanding mysteries of artificial versus natural intelligence. There are many mysteries about deep learning and human intelligence, but we could describe the biggest anomaly this way: why are...
Deep learning four decades of human migration
Abstract Human migration is a fundamental driver of global demographic change, shaping population structure, labour markets and social policy across countries1,2,3. Although long-term migration patterns are often linked to economic development4, they can shift rapidly in response to shocks such as conflict, environmental crises and political change5. Despite its importance, migration remains difficult to measure consistently: existing data are sparse, concentrated in high-income settings and...
Save Lives for Sam campaign: Stop a whole classroom of children dying every year
The Mirror is today launching our 'Save Lives for Sam' campaign to stop the “catastrophic” deaths of 33 children who drown in England every year - “the equivalent of a classroom of children lost’. Drowning in the UK has become an "epidemic" and a "national emergency," campaigners say, as we all join forces today to urge the Government to take urgent action. The UK has seen a horrifying death toll of 19 children and adults killed in water related incidents during one week, in a...
How to Tell the American Story
Illustrations by Tyler ComrieOn a July afternoon in 2019, I found myself in a large, sun-dappled room within one of America’s great estates. An assemblage of distinguished jurists, Ivy League professors, nonprofit leaders, journalists, and theologians sat around me in a half circle. I was trying to be on my best behavior, but I blurted out a word dirty enough to make them blanch.
Actually, the SAT Was Necessary After All
Zvezdelina Stankova has taught mathematics at UC Berkeley for nearly three decades. But in 2023, while teaching introductory calculus for the first time since the beginning of the coronavirus pandemic, she noticed that something was quite wrong. The bottom 25 percent of students were not just struggling with the coursework, Stankova told me; “people were in freefall.”