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ImprovingCoherenceandConsistencyinNeural SequenceModelswithDual-System, Neuro-SymbolicReasoning
Human reasoning can be understood as an interplay between two systems: the intuitiveandassociative("System1")andthedeliberativeandlogical("System2").
Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging
Pooria Joulani, András György, Csaba Szepesvari
Neural Information Processing Systems http://nips.cc/
The functional specialization of visual cortex emerges from training parallel pathways with self-supervised predictive learning
In particular, the clearest example is the specialization of the ventral ("what") and dorsal
Asymmetric Valleys: Beyond Sharp and Flat Local Minima
Haowei He, Gao Huang, Yang Yuan
Neural Information Processing Systems http://nips.cc/
Explainable and Efficient Randomized Voting Rules
With a rapid growth in the deployment of AI tools for making critical decisions (or aiding humans in doing so), there is a growing demand to be able to explain to the stakeholders how these tools arrive at a decision.
Exact Gaussian Processes on a Million Data Points
Ke Wang, Geoff Pleiss, Jacob Gardner, Stephen Tyree, Kilian Q. Weinberger, Andrew Gordon Wilson
Neural Information Processing Systems http://nips.cc/