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 Learn Your Tokens: Word-Pooled Tokenization for Language Modeling Language models typically tokenize text into subwords, using a deterministic, hand-engineered heuristic of combining characters into longer surface-level strings such as 'ing' or whole words. Recent literature has repeatedly shown the limitations of such a tokenization strategy, particularly for… Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection Long-tailed object detection (LTOD) aims to handle the extreme data imbalance in real-world datasets, where many tail classes have scarce instances. One popular strategy is to explore extra data with image-level labels, yet it produces limited results due to (1) semantic ambiguity -- an image-level... Evaluating the Fairness of Discriminative Foundation Models in Computer Vision We propose a novel taxonomy for bias evaluation of discriminative foundation models, such as Contrastive Language-Pretraining (CLIP), that are used for labeling tasks. We then systematically evaluate existing methods for mitigating bias in these models with respect to our taxonomy. Specifically, we... More featured content News Articles High Performance Deep Learning, Part 1 Machine-learning system flags remedies that might do more harm than good 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 Beginners Guide to Debugging TensorFlow Models Machines that see the world more like humans do Artificial intelligence that understands object relationships Feature Selection – All You Ever Wanted To Know This Data Visualization is the First Step for Effective Feature Selection Algorithms can decide your marks, your work prospects and your financial security. How do you know they’re fair? Smart labels and allergy sensors – how to make sure the future of food is ethical 4 Tips for Dataset Curation for NLP Projects More news