Randomized trials and their observational emulations: a framework for benchmarking and joint analysis |
2022/03/29 - 12:14am |
Academic Paper |
Randomized Trials, Joint Analysis, Random Classification, Randomized Experimental Design |
Damped Online Newton Step for Portfolio Selection |
2022/03/28 - 9:28pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Optimization and Control, Finance, Quantitative Finance, Universal Portfolio Selection Algorithm, Damped Online Newton |
GEMA: An open-source Python library for self-organizing-maps |
2022/03/26 - 10:18am |
Academic Paper |
Machine Learning, Python, Neural and Evolutionary Computing |
A Rationale-Centric Framework for Human-in-the-loop Machine Learning |
2022/03/26 - 10:15am |
Academic Paper |
Machine Learning, Human Computer Interaction, Human-in-the-loop Machine Learning, Computation and Language |
ACE: Towards Application-Centric Edge-Cloud Collaborative Intelligence |
2022/03/26 - 10:12am |
Academic Paper |
Machine Learning, Distributed, Parallel, and Cluster Computing, Edge-Cloud Collaborative Intelligence |
Dexterous Imitation Made Easy: A Learning-Based Framework for Efficient Dexterous Manipulation |
2022/03/26 - 10:04am |
Academic Paper |
Robotics, Robotic Manipulation, Collective Robot Reinforcement Learning, Computer Vision and Pattern Recognition, Artificial Intelligence, Machine Learning |
Reflecting on HCI: Perennial Questions, Emerging Technoscapes |
2022/03/23 - 1:08am |
External Course |
Human Computer Interaction, HCI, Technoscapes |
A Data Driven Society |
2022/03/22 - 12:59am |
External Course |
Data Driven Society, Big Data Analysis, Data Science |
Reinforcement Learning for Precision Oncology |
2022/03/18 - 5:31pm |
Academic Paper |
Machine Learning, Healthcare, Oncology, Reinforcement Learning, Precision Oncology, Dose Adjustment, Chemotherapy, Radiotherapy |
Experimental Quantum Speed-up in Reinforcement Learning Agents |
2022/03/18 - 5:26pm |
Academic Paper |
Machine Learning, Reinforcement Learning Agents, Quantum Computing, Quantum Physics |
A Rigorous and Robust Quantum Speed-up in Supervised Machine Learning |
2022/03/18 - 5:22pm |
Academic Paper |
Machine Learning, Supervised Machine Learning, Quantum Physics, Quantum Computing |
Quantum Phase Recognition via Unsupervised Machine Learning |
2022/03/18 - 5:18pm |
Academic Paper |
Machine Learning, Unsupervised Machine Learning, Quantum Phase Recognition, Strongly Correlated Electrons, Disordered Systems and Neural Networks, Statistical Mechanics |
Scheduling with Predictions and the Price of Misprediction |
2022/03/18 - 5:14pm |
Academic Paper |
Machine Learning, Price of Misprediction, Data Structures and Algorithms |
Chip Placement with Deep Reinforcement Learning |
2022/03/18 - 5:10pm |
Academic Paper |
Machine Learning, Chip Placement, Deep Reinforcement Learning, Reinforcement Learning, Chip Design |
LISA: Towards Learned DNA Sequence Search |
2022/03/18 - 5:07pm |
Academic Paper |
Machine Learning, Genomics, Learned DNA Sequence Search, DNA Sequence Search, Data Structures and Algorithms |
PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning |
2022/03/16 - 6:29pm |
Academic Paper |
Machine Learning, Causal Graphs, Heterogeneous Graph Benchmark Datasets, Graph Learning, Cryptography and Security |
Object Detection as Probabilistic Set Prediction |
2022/03/16 - 5:58pm |
Academic Paper |
Machine Learning, Object Detection, Probabilistic Set Prediction, Computer Vision and Pattern Recognition, Probabilistic Object Detection, Random Finite Sets, Proper Scoring Rules, Uncertainty Estimation |
MSCET: A Multi-Scenario Offloading Schedule for Biomedical Data Processing and Analysis in Cloud-Edge-Terminal Collaborative Vehicular Networks |
2022/03/16 - 5:47pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Health Policy, Biomedical Data Processing and Analysis, Cloud-Edge-Terminal Collaborative Vehicular Networks, Optimization, Resource Allocation, Task Offloading, Internet of Things |
POETREE: Interpretable Policy Learning with Adaptive Decision Trees |
2022/03/16 - 5:40pm |
Academic Paper |
Machine Learning, Interpretable Policy Learning, Adaptive Decision Trees, Decision Trees |
One Network Doesn't Rule Them All: Moving Beyond Handcrafted Architectures in Self-Supervised Learning |
2022/03/16 - 5:37pm |
Academic Paper |
Machine Learning, Artificial Intelligence, Self-Supervised Learning, Neural Architecture Search, Computer Vision and Pattern Recognition |
Privacy-Aware Compression for Federated Data Analysis |
2022/03/16 - 5:34pm |
Academic Paper |
Machine Learning, Privacy, Compression, Federated Data Analysis, Cryptography and Security |
Threat Detection for General Social Engineering Attack Using Machine Learning Techniques |
2022/03/16 - 5:31pm |
Academic Paper |
Machine Learning, Threat Detection, General Social Engineering Attack, Social Engineering Dataset, Attack Features, Cryptography and Security |
How Many People Died from the Covid-19 Inoculations? An Estimate Based on a Survey of the United States Population |
2022/03/16 - 5:12pm |
Academic Paper |
COVID19, Public Policy, Health Policy, mRNA Vaccines, Vaccines, Inoculation, Fatalities, Injuries |
Group Life COVID-19 Mortality Survey Report |
2022/03/16 - 4:14pm |
White Paper |
COVID19, Public Policy, Health Policy, Mortality Survey Report, Mortality Rate |
Active Elastocapillarity in Soft Solids with Negative Surface Tension |
2022/03/15 - 12:06am |
Academic Paper |
Robotics, Robot Motion, Robotic Metamaterials, Shape-shifting Nanoparticles, Nanotechnology, Nanoscale Physics, Active Elastocapillarity |
Do Vision Transformers See Like Convolutional Neural Networks? |
2022/03/14 - 11:58pm |
Academic Paper |
Machine Learning, Computer Vision and Pattern Recognition, Artificial Intelligence, Image and Video Processing |
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up |
2022/03/14 - 11:54pm |
Academic Paper |
Machine Learning, Computer Vision and Pattern Recognition, Artificial Intelligence, Image and Video Processing |
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text |
2022/03/14 - 11:39pm |
Academic Paper |
Machine Learning, Computer Vision and Pattern Recognition, Artificial Intelligence, Image and Video Processing |
Attention Is All You Need |
2022/03/14 - 11:35pm |
Academic Paper |
Machine Learning, Computation and Language |
Data Representativity for Machine Learning and AI Systems |
2022/03/10 - 5:39pm |
Academic Paper |
Machine Learning, AI Systems, Data Representativity, Sampling Strategies, Distribution Shif |
Monitoring Time Series With Missing Values: a Deep Probabilistic Approach |
2022/03/10 - 5:36pm |
Academic Paper |
Machine Learning, Multivariate Time Series Forecasting, Missing Values, Forecasting with Uncertainty Propagation |
Geometric Optimisation on Manifolds with Applications to Deep Learning |
2022/03/10 - 5:33pm |
Academic Paper |
Machine Learning, Geometric Optimisation, Deep Learning, Neural Network Architectures |
DISCO: Comprehensive and Explainable Disinformation Detection |
2022/03/10 - 5:29pm |
Academic Paper |
Machine Learning, Disinformation Detection, Explanation, Information Modeling |
2 Years On - In conversation, Professor Jay Bhattacharya and Professor John Ioannidis |
2022/03/09 - 5:42pm |
Video |
COVID19, Public Policy, Health Policy |
Intracellular Reverse Transcription of Pfizer BioNTech COVID-19 mRNA Vaccine BNT162b2 In Vitro in Human Liver Cell Line |
2022/02/25 - 10:11pm |
Academic Paper |
COVID19, Public Policy, Health Policy, mRNA Vaccines, Vaccines |
MSH3 Homology and Potential Recombination Link to SARS-CoV-2 Furin Cleavage Site |
2022/02/21 - 10:00pm |
Academic Paper |
COVID19, Public Policy, Health Policy, SARS-CoV-2 Spike, Furin Cleavage Site, MSH3 Gene, Sequence Homology, Recombinability |
Bayesian Uncertainty Estimation for Gaussian Graphical Models and Centrality Indices |
2022/02/19 - 1:18am |
Academic Paper |
Graphical Models, LASSO, GLASSO, Bayesian Uncertainty Estimation, Gaussian Graphical Models, Centrality Indices |
Surrogate Gradients for Analog Neuromorphic Computing |
2022/02/18 - 11:11pm |
Academic Paper |
Artificial Intelligence, Machine Learning, On-chip Learning Algorithms, Neuromorphic Technologies, Neuromorphic Hardware, Resource Allocation Strategy, Analog Neuromorphic Computing, Neuromorphic Computing |
Energy and Policy Considerations for Deep Learning in NLP |
2022/02/18 - 11:06pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Energy, Resource Allocation Strategy |
The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression |
2022/02/18 - 5:46pm |
Academic Paper |
Prediction Models, Class Imbalance Corrections, Logistic Regression, Monte Carlo Simulations, Synthetic Minority Oversampling Technique, SMOTE |
Predicting on the Edge: Identifying Where a Larger Model Does Better |
2022/02/16 - 8:24pm |
Academic Paper |
Artificial Intelligence, Machine Learning |
Conformal Prediction Sets with Limited False Positives |
2022/02/16 - 8:19pm |
Academic Paper |
Artificial Intelligence, Machine Learning |
Deep Convolutional Autoencoder for Assessment of Anomalies in Multi-stream Sensor Data |
2022/02/16 - 8:07pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Multi-stream Sensor Data, Neural and Evolutionary Computing |
Forecasting Global Weather with Graph Neural Networks |
2022/02/16 - 8:01pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Forecasting, Weather, Graph Neural Networks, Atmospheric and Oceanic Physics |
Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation |
2022/02/16 - 7:43pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Question Answering Systems, Computation and Language |
The self-fulfilling prophecy of post-hoc power calculations |
2022/02/07 - 6:31pm |
Academic Paper |
Power Calculations, Applied Probability, Post-hoc Power Calculations |
Pre-Trained Language Models for Interactive Decision-Making |
2022/02/03 - 11:20pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Pre-trained Language Models, Interactive Decision-Making, Computation and Language, Language Model, Language Model Pre-training |
On Monte Carlo Tree Search for Weighted Vertex Coloring |
2022/02/03 - 11:15pm |
Academic Paper |
Artificial Intelligence, Machine Learnng, Monte Carlo Tree Search, Local Search, Graph Coloring, Weighted Vertex Coloring |
Review of automated time series forecasting pipelines |
2022/02/03 - 11:11pm |
Academic Paper |
Artificial Intelligence, Automated Machine Learning, Time Series Forecasting, AutoML, Feature Engineering, Hyperparameter Optimization, Forecasting Method Selection, Ensemble, Machine Learning |
MV-Datalog+-: Effective Rule-based Reasoning with Uncertain Observations |
2022/02/03 - 11:07pm |
Academic Paper |
Artificial Intelligence, Machine Learning, MV-Datalog, Rule-based Reasoning, Datalog, Fuzzy Logic, Uncertainty |