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 From one brain scan, more information for medical artificial intelligence Spotting objects amid clutter 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 Algorithm tells robots where nearby humans are headed Why people will beat machines in recognising speech for a long time yet Artificial intelligence-enhanced journalism offers a glimpse of the future of the knowledge economy Big tech surveillance could damage democracy Chip design drastically reduces energy needed to compute with light Cracking open the black box of automated machine learning Teaching language models grammar really does make them smarter Sensor-packed glove learns signatures of the human grasp More news