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01/25/2023
On the Mathematics of Diffusion Models
This paper attempts to present the stochastic differential equations of ...
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04/18/2021
Dependent Type Theory as Related to the Bourbaki Notions of Structure and Isomorphism
This paper develops a version of dependent type theory in which isomorph...
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12/14/2020
Information-Theoretic Segmentation by Inpainting Error Maximization
We study image segmentation from an information-theoretic perspective, p...
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07/03/2020
On-The-Fly Information Retrieval Augmentation for Language Models
Here we experiment with the use of information retrieval as an augmentat...
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05/12/2020
MathZero, The Classification Problem, and Set-Theoretic Type Theory
AlphaZero learns to play go, chess and shogi at a superhuman level throu...
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12/05/2019
Isomorphism Revisited
Isomorphism is central to the structure of mathematics and has been form...
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12/04/2019
Domain-independent Dominance of Adaptive Methods
From a simplified analysis of adaptive methods, we derive AvaGrad, a new...
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02/23/2019
Evidence Sentence Extraction for Machine Reading Comprehension
Recently remarkable success has been achieved in machine reading compreh...
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11/10/2018
Formal Limitations on the Measurement of Mutual Information
Motivate by applications to unsupervised learning, we consider the probl...
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02/21/2018
Information Theoretic Co-Training
This paper introduces an information theoretic co-training objective for...
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11/23/2016
Emergent Predication Structure in Hidden State Vectors of Neural Readers
A significant number of neural architectures for reading comprehension h...
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10/26/2016
Broad Context Language Modeling as Reading Comprehension
Progress in text understanding has been driven by large datasets that te...
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08/19/2016
Who did What: A Large-Scale Person-Centered Cloze Dataset
We have constructed a new "Who-did-What" dataset of over 200,000 fill-in...
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08/25/2012
Proceedings of the Twenty-Fourth Conference on Uncertainty in Artificial Intelligence (2008)
This is the Proceedings of the Twenty-Fourth Conference on Uncertainty i...
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07/13/2000
