Gods and Robots In this episode of the podcast we shake things up! Neil is on the guest side of the table with his partner Rabbi Laura Janner-Klausner to discuss their upcoming project Gods and Robots. Katherine is joined on the host side by friend of the show professor Michael Littman. See... See More Episodes arXiv Whitepapers Effective Data Augmentation With Diffusion Models Data augmentation is one of the most prevalent tools in deep learning, underpinning many recent advances, including those from classification, generative models, and representation learning. The standard approach to data augmentation combines simple transformations like rotations and flips to... Task Ambiguity in Humans and Language Models Language models have recently achieved strong performance across a wide range of NLP benchmarks. However, unlike benchmarks, real world tasks are often poorly specified, and agents must deduce the user's intended behavior from a combination of context, instructions, and examples. We investigate how... Predictive Multiplicity in Probabilistic Classification There may exist multiple models that perform almost equally well for any given prediction task. We examine how predictions change across these competing models. In particular, we study predictive multiplicity -- in probabilistic classification. We formally define measures for our setting and develop... More featured content News Articles What you need to know: The Modern Open-Source Data Science/Machine Learning Ecosystem Automated system generates robotic parts for novel tasks Stay in the loop. Subscribe to our newsletter for a weekly update on the latest podcast, news, events, and jobs postings. E-mail Leave this field blank Artificial intelligence makes fishing more sustainable by tracking illegal activity How much is your data worth to tech companies? Lawmakers want to tell you, but it’s not that easy to calculate Why Machine Learning is vulnerable to adversarial attacks and how to fix it Beyond Siri, Google Assistant, and Alexa – what you need to know about AI Conversational Applications Neuroscience and artificial intelligence can help improve each other Spatio-Temporal Statistics: A Primer Teaching artificial intelligence to create visuals with more common sense Detecting deepfakes by looking closely reveals a way to protect against them More news