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Title: GitHub - OmimiCode/deepmind-research: This repository contains implementations and illustrative code to accompany DeepMind publications

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Description: This repository contains implementations and illustrative code to accompany DeepMind publications - OmimiCode/deepmind-research

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Behavior Priors for Efficient Reinforcement Learninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/box_arrangement
Learning Mesh-Based Simulation with Graph Networkshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/meshgraphnets
Open Graph Benchmark - Large-Scale Challenge (OGB-LSC)https://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/ogb_lsc
Synthetic Returns for Long-Term Credit Assignmenthttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/synthetic_returns
A Deep Learning Approach for Characterizing Major Galaxy Mergershttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/galaxy_mergers
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Object-based attention for spatio-temporal reasoninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/object_attention_for_reasoning
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Characterizing signal propagation to close the performance gap in unnormalized ResNetshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/nfnets
Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Exampleshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/adversarial_robustness
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Functional Regularisation for Continual Learninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/functional_regularisation_for_continual_learning
Self-Supervised MultiModal Versatile Networkshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/mmv
ODE-GAN: Training GANs by Solving Ordinary Differential Equationshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/ode_gan
Algorithms for Causal Reasoning in Probability Treeshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/causal_reasoning
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Value-driven Hindsight Modellinghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/himo
Targeted free energy estimation via learned mappingshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/learned_free_energy_estimation
Learning to Simulate Complex Physics with Graph Networkshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/learning_to_simulate
Physically Embedded Planning Problemshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/physics_planning_games
PolyGen: PolyGen: An Autoregressive Generative Model of 3D Mesheshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/polygen
Bootstrap Your Own Latenthttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/byol
Catch & Carry: Reusable Neural Controllers for Vision-Guided Whole-Body Taskshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/catch_carry
MEMO: A Deep Network For Flexible Combination Of Episodic Memorieshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/memo
RL Unplugged: Benchmarks for Offline Reinforcement Learninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/rl_unplugged
Disentangling by Subspace Diffusion (GEOMANCER)https://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/geomancer
What can I do here? A theory of affordances in reinforcement learninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/affordances_theory
Scaling data-driven robotics with reward sketching and batch reinforcement learninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/sketchy
The Option Keyboard: Combining Skills in Reinforcement Learninghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/option_keyboard
VISR - Fast Task Inference with Variational Intrinsic Successor Featureshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/visr
Unveiling the predictive power of static structure in glassy systemshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/glassy_dynamics
Multi-Object Representation Learning with Iterative Variational Inference (IODINE)https://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/iodine
AlphaFold CASP13https://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/alphafold_casp13
Unrestricted Adversarial Challengehttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/unrestricted_advx
Hierarchical Probabilistic U-Net (HPU-Net)https://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/hierarchical_probabilistic_unet
Training Language GANs from Scratchhttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/scratchgan
Temporal Value Transporthttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/tvt
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Unsupervised Learning of Object Keypoints (Transporter)https://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/transporter
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Deep Compressed Sensinghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/cs_gan
Side Effects Penaltieshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/side_effects_penalties
PrediNet Architecture and Relations Game Datasetshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/PrediNet
Unsupervised Adversarial Traininghttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/unsupervised_adversarial_training
Graph Matching Networks for Learning the Similarity of Graph Structured Objectshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/graph_matching_networks
REGAL: Transfer Learning for Fast Optimization of Computation Graphshttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/regal
Deep Ensembles: A Loss Landscape Perspectivehttps://patch-diff.githubusercontent.com/OmimiCode/deepmind-research/blob/master/ensemble_loss_landscape
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