All sources cited or reviewed
This is a list of all sources we have used in the TransferLab, with links to the referencing content and metadata, like accompanying code, videos, etc. If you think we should look at something, drop us a line
References
[Sze14I]
Intriguing properties of neural networks,
[Zha19T]
Theoretically Principled Trade-off between Robustness and Accuracy,
[Lam23G]
Learning skillful medium-range global weather forecasting.,
[Li20F]
Fourier Neural Operator for Parametric Partial Differential Equations,
[Lu22C]
A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data,
[Rai19P]
Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations,
[Wan21L]
Learning the solution operator of parametric partial differential equations with physics-informed DeepONets,
[Aga21D]
Deep Reinforcement Learning at the Edge of the Statistical Precipice,
[And20W]
What Matters In On-Policy Reinforcement Learning? A Large-Scale Empirical Study,
[Awa21D]
DEHB: Evolutionary Hyperband for Scalable, Robust and Efficient Hyperparameter Optimization,
[Ber12aR]
Random search for hyper-parameter optimization,
[Eim23H]
Hyperparameters in Reinforcement Learning and How To Tune Them,
[Haa18S]
Soft Actor-Critic Algorithms and Applications,
[Mni13P]
Playing Atari with Deep Reinforcement Learning,
[Par21P]
Provably Efficient Online Hyperparameter Optimization with Population-Based Bandits,
[Sch17P]
Proximal Policy Optimization Algorithms,
[Wan22B]
Bayesian Generational Population-Based Training,
[Che18N]
Neural Ordinary Differential Equations,
[Bi23A]
Accurate medium-range global weather forecasting with 3D neural networks,
[Mas23R]
The rise of machine learning in weather forecasting,
[Pat22F]
FourCastNet: A global data-driven high-resolution weather model using adaptive Fourier neural operators,
[Ras23W]
WeatherBench 2: A benchmark for the next generation of data-driven global weather models,
[Maz23D]
DataPerf: Benchmarks for Data-Centric AI Development,
[Den09I]
ImageNet: A large-scale hierarchical image database,
[Fas22I]
Imagenette Dataset,
[Goo15E]
Explaining and Harnessing Adversarial Examples,