Resources

Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans 2023/04/12 - 1:35pm External Course Machine Learning, Radiology, Radiographs, CT scans, Medicine, Learning Algorithms
Excess death estimates from multiverse analysis in 2009–2021 2023/04/12 - 11:12am Academic Paper COVID19, Epidemiology, Epidemiologic Methods, Multiverse Analysis, Excess Death Estimates
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text 2023/04/12 - 10:03am Academic Paper Artificial Intelligence, Macchine Learning, Computer Vision and Pattern Recognition, Transformers, Multimedia, Image and Video Processing
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up 2023/04/12 - 9:57am Academic Paper Artificial Intelligence, Macchine Learning, Computer Vision and Pattern Recognition, Transformers
Do Vision Transformers See Like Convolutional Neural Networks? 2023/04/12 - 9:51am Academic Paper Artificial Intelligence, Machine Learning, Computer Vision and Pattern Recognition, Transformers
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 2023/04/12 - 9:48am Academic Paper Artificial Intelligence, Machine Learning, Computer Vision and Pattern Recognition, Transformers
PaLI: A Jointly-Scaled Multilingual Language-Image Model 2023/04/12 - 9:46am Academic Paper Artificial Intelligence, Machine Learning, Computer Vision and Pattern Recognition, Computation and Language
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes 2023/04/12 - 9:43am Academic Paper Artificial Intelligence, Machine Learning, Computer Vision and Pattern Recognition
Location-Aware Self-Supervised Transformers for Semantic Segmentation 2023/04/12 - 9:40am Academic Paper Artificial Intelligence, Machine Learning, Transformers, Self-Supervised Transformers, Semantic Segmentation, Computer Vision and Pattern Recognition
CLIPPO: Image-and-Language Understanding from Pixels Only 2023/04/12 - 9:37am Academic Paper Artificial Intelligence, Machine Learning, Multimodal Models, Computer Vision and Pattern Recognition, Automatic Image Acquisition
On the Origins of the Block Structure Phenomenon in Neural Network Representations 2023/04/12 - 9:33am Academic Paper Artificial Intelligence, Machine Learning
Pointer Value Retrieval: A new benchmark for understanding the limits of neural network generalization 2023/04/12 - 9:29am Academic Paper Artificial Intelligence, Machine Learning
The Security of Deep Learning Defences for Medical Imaging 2023/04/11 - 2:52pm Academic Paper Medical Imaging, Healthcare, Machine Learning, Cryptography and Security, Image and Video Processing
A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions 2023/04/10 - 9:20pm Academic Paper Artificial Intelligence, Machine Learning, Ethics, Fairness, Bias in AI, Methodological Bias, Bias
Data Representativity for Machine Learning and AI Systems 2023/04/10 - 6:39pm Academic Paper Machine Learning, AI Systems, Data Representativity, Sampling Strategies, Distribution Shif
Learning to Reinforcement Learn - DSA ADS Course 2023 2023/04/10 - 2:37pm External Course Reinforcement Learning, Machine Learning
Making Contextual Decisions with Low Technical Debt 2023/04/10 - 11:52am External Course Machine Learning, Reinforcement Learning, Technical Debt, Contextual Decisions, Decision Service, Bandit Learning
To tree or not to tree? Assessing the impact of smoothing the decision boundaries 2023/04/09 - 11:05pm Academic Paper Artificial Intelligence, Machine Learning, Decision Trees, Neural Decision Trees, Neural Networks, Model Family Selection, Model Selection, Interpretability, Data Exploration
Topological Data Analysis - DSA ADS Course 2023 2023/04/08 - 5:18pm External Course Topological Data Analysis, Big Data Infrastructure, Big Data, Data Science
GPT-4 Passes the Bar Exam 2023/04/08 - 9:53am Academic Paper Artificial Intelligence, Machine Learning, Language Models, GPT4, Law, Legal NLP, Natural Language Processing, Artificial Intelligence and Law, Legal Tech, ChatGPT
Poisoning Web-Scale Training Datasets is Practical 2023/04/08 - 9:48am Academic Paper Artificial Intelligence, Machine Learning, Model Pre-training, Training Datasets, Data Quality, Webscale Datasets
Comment on "Comment on "Traversable wormhole dynamics on a quantum processor" " 2023/04/08 - 9:34am Academic Paper Quantum Computing, Quantum Physics, High Energy Physics
Comment on "Traversable wormhole dynamics on a quantum processor" 2023/04/08 - 9:31am Academic Paper Quantum Computing, Quantum Physics, High Energy Physics
Traversable wormhole dynamics on a quantum processor 2023/04/08 - 9:26am Academic Paper Quantum Computing, Quantum Physics, High Energy Physics
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence 2023/04/07 - 12:47am External Course Artificial Intelligence, Machine Learning, Knowledge-driven, Reasoning-based Approach, Cognitive Models, Causality
Neurosymbolic AI: The 3rd Wave 2023/04/03 - 11:44pm External Course Artificial Intelligence, Neurosymbolic AI, Neurosymbolic Computing, Machine Learning, Explainable AI, Deep Learning
Single Cortical Neurons as Deep Artificial Neural Networks 2023/04/03 - 11:28pm Academic Paper Neurons, Deep Artificial Neural Networks, Deep Learning, Machine Learning, Synaptic Integration, Cortical Pyramidal Neuron, Dendritic Nonlinearities
Radical Empiricism and Machine Learning Research 2023/04/03 - 8:23pm External Course Machine Learning, Causality, Causal Models, Knowledge Representation, Artificial Intelligence
SimTS: Rethinking Contrastive Representation Learning for Time Series Forecasting 2023/04/03 - 11:01am Academic Paper Artificial Intelligence, Machine Learning, Forecasting, Contrastive Representation Learning, Time Series Forecasting, Finance, Trading, Investing
Probability - Theory and Examples - Durrett 2023/04/03 - 10:44am External Course Probability Theory, Durrett, Bayesian Probability, Probabilistic Logic
Quantum amplitude estimation with error mitigation for time-evolving probabilistic networks 2023/04/03 - 10:39am Academic Paper Quantum Computing, Artificial Intelligence, Machine Learning, Finance, Trading, Applied Probability, Investing, Quantum Amplitude Estimation, Error Mitigation, Probabilistic Networks
Key challenges for delivering clinical impact with artificial intelligence 2023/04/02 - 2:03pm External Course Machine Learning, Medicine, Artificial Intelligence
How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals 2023/04/02 - 1:48pm External Course Machine Learning, Medicine, Medical Devices, FDA, Medical Device Evaluation, Artificial Intelligence
Algorithms for Causal Reasoning in Probability Trees 2023/04/02 - 4:46am External Course Causality, Algorithms, Causal Reasoning, Probability Trees, Machine Learning, Artificial Intelligence
Analysis and Comparison of Two-Level KFAC Methods for Training Deep Neural Networks 2023/04/01 - 10:47am Academic Paper Artificial Intelligence, Machine Learning, Training Neural Networks, Deep Neural Networks, Natural Gradient Descent, Kronecker Factorization, Two-Level Preconditioning
Sparks of Artificial General Intelligence: Early experiments with GPT-4 2023/03/27 - 11:57am Academic Paper Artificial Intelligence, Machine Learning, Artificial General Intelligence, GPT4, Language Models, Large Language Models, ChatGPT, Computation and Language
BERT4ETH: A Pre-trained Transformer for Ethereum Fraud Detection 2023/03/26 - 2:51pm Academic Paper Artificial Intelligence, Machine Learning, Fraud Detection, Cryptography and Security
CausaLM: Causal Model Explanation Through Counterfactual Language Models 2023/03/25 - 10:46pm External Course Machine Learning, Causal Data Science, Causal Inference, Linguistic Causation, CausaLM, Causal Model Explanation, Counterfactual Language Models
PADME-SoSci: A Platform for Analytics and Distributed Machine Learning for the Social Sciences 2023/03/24 - 10:56am Academic Paper Artificial Intelligence, Machine Learning, Social Sciences, Distributed Machine Learning, Distributed Analytics, Data Privacy, Cryptography and Security, Distributed, Parallel, Cluster Computing
Unit Selection Based on Counterfactual Logic 2023/03/23 - 8:02pm External Course Unit Selection, Counterfactual Logic, A/B Testing, Statistical Analysis, Machine Learning, Artificial Intelligence
Where are we in the search for an Artificial Visual Cortex for Embodied Intelligence? 2023/03/23 - 11:07am Academic Paper Robotics, Artificial Intelligence, Machine Learning, Artificial Visual Cortex, Embodied Intelligence, Computer Vision and Pattern Recognition
Federated Mixture of Experts 2023/03/21 - 1:02pm External Course Machine Learning, Cluster Computing, Federated Learning, Specialized Models, Artificial Intelligence
Informational Rescaling of PCA Maps with Application to Genetic Distance 2023/03/16 - 12:04am Academic Paper Principal Component Analysis, PCA Maps, Genetic Distance, Genetic Two-dimensional Maps, Nonlinearity, Mean Deviation, Standard Deviation, Volatility, Fat Tails
Deep Reinforcement Learning from Human Preferences 2023/03/15 - 9:04am Academic Paper Artificial Intelligence, Machine Learning, Reinforcement Learning Systems, Human Preferences, Deep Reinforcement Learning, Multiagent Systems, Reward Model, Goodhart’s Law
Scaling Laws for Reward Model Overoptimization 2023/03/13 - 1:34pm Academic Paper Artificial Intelligence, Machine Learning, Scaling Laws, Deep Reinforcement Learning, Multiagent Systems, Reward Model, Goodhart’s Law
PaLM-E: An Embodied Multimodal Language Model 2023/03/12 - 12:48am Academic Paper Artificial Intelligence, Machine Learning, Robotics, Language Models, Multimodal Language Model
Foundation Models for Decision Making: Problems, Methods, and Opportunities 2023/03/10 - 12:57am Academic Paper Artificial Intelligence, Machine Learning, Foundation Models, Decision Making, Language Models
AI, Neuroscience and Architecture 2023/03/08 - 11:20pm External Course Artificial Intelligence, Machine Learning, Neuroscience, Architecture
Suppressing Quantum Errors by Scaling a Surface Code Logical Qubit 2023/03/06 - 5:07pm Academic Paper Quantum Computing, Quantum Computer, Quantum Error Correction, Logical Qubit Performance, Surface Code Logical Qubit
Spatio-Temporal Momentum: Jointly Learning Time-Series and Cross-Sectional Strategies 2023/03/06 - 4:34pm Academic Paper Artificial Intelligence, Machine Learning, Finance, Portfolio Management, Trading, Market Microstructure, Jointly Learning Time-Series, Cross-Sectional Strategies

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