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LearningEquivariantSegmentationwith Instance-UniqueQuerying

Neural Information Processing Systems

It explores two essential properties, namelydataset-level uniqueness and transformation equivariance, of the relation between queries and instances.



Avalon: ABenchmarkforRLGeneralizationUsing ProcedurallyGeneratedWorlds

Neural Information Processing Systems

To aid the study of generalization in a more realistic setting that is still tractable for current RL algorithms, we present Avalon2: a benchmark and high-performance simulator.


Meta-learningSparseImplicit NeuralRepresentations

Neural Information Processing Systems

The first category of works utilizes a neural network structure shared across the signals, which takes a latent code vector2 as an input and modifies the INR output accordingly (e.g.,[36,2,31]).