Resources

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

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