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Country: United States
Metropolitan Area: San Francisco
Postal Reference Code: 94110
Latitude: 37.7506
Longitude: -122.4121




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of the talk was a description of how neural networks work in terms of more abstract mathematics than they’re typically described in, and I thought this was probably a good thing to write up in a blog post. I decided to split the post into two parts because it was getting quite long. So the first post will describe the general approach to defining Machine Learning models, and the second post will cover Neural I haven’t blogged for a long time- for the last few years, my research has been leading me away from low dimensional topology and Today I’d like to tell you about a preprint by Malyutin, that shows that two widely believed knot theory conjectures are mutually CONJECTURE 2: The crossing number (the minimal number of crossings of a knot diagram of that knot) of a composite knot is not less than that Homeomorphism Problems are the guiding problems of low-dimensional topology: Given two topological objects, determine whether or not they are homeomorphic to one another. A lot of topology is tangential to this problem- we may define invariants, investigate their properties, and prove relationships between them, but we rarely directly touch on the Homeomorphism Problem. Direct progress on the Homeomorphism I’m excited by a number of new and semi-new papers by Greg Kuperberg and collaborators. From my point of view, the most interesting of all 2) Result (1), except with the words “elementary recursive” replacing the words “recursive”. Result (1) is sort-of a well-known folklore theorem, and is essentially due to Riley and Thurston (with lots of subsections of it obtaining newer fancier proofs in the interim), but no full self-contained proof had appeared for it in one place until now. It’s great to have one- moreover, a proof which uses only the tools that were available in the 1970’s. Knowing that we have a recursive algorithm, the immediate and important question is the complexity clas* of the best algorithm. Kuperberg has provided a worst-case bound, but “elementary recursive” is a generous computational clas*. The real question I


Ldtopology Main Page Content

HTML Tag Content Informative?
Title: Low Dimensional Topology | Recent Progress and Open Could be improved
Description: Recent Progress and Open Could be improved
H1: Low Dimensional TopologyIs it informative enough?
H2: October 21, 2018Is it informative enough?
H3: The Topology of Neural Networks, Part 1: The Generalization Problem

Other Helpful Websites and Services for Ldtopology

Internal Pages

/2018/10/21/the-topology-of-neural-networks-part-1-the-generalization-problem/:
Title

The Topology of Neural Networks, Part 1: The Generalization Problem | Low Dimensional Topology

Description

I gave a talk a few months ago at the Thompson-Scharlemann-Kirby conference about a theorem I recently proved about topological limitations on certain families of neural networks. Most of the talk was a description of how neural networks work in terms of more abstract mathematics than they're typically described in, and I thought this was…

H1

Low Dimensional Topology

H2

October 21, 2018

H3

The Topology of Neural Networks, Part 1: The Generalization Problem

/category/uncategorized/:
Title

Uncategorized | Low Dimensional Topology

Description

Posts about Uncategorized written by Jesse Johnson, dmoskovich, Nathan Dunfield, and Ryan Budney

H1

Low Dimensional Topology

H2

October 21, 2018

H3

The Topology of Neural Networks, Part 1: The Generalization Problem

/2018/04/04/two-widely-believed-conjectures-one-is-false/:
Title

Two widely-believed conjectures. One is false. | Low Dimensional Topology

Description

I haven't blogged for a long time- for the last few years, my research has been leading me away from low dimensional topology and more towards foundations of quantum physics. You can read my latest paper on the topic HERE. Today I'd like to tell you about a preprint by Malyutin, that shows that two…

H1

Low Dimensional Topology

H2

April 4, 2018

H3

Two widely-believed conjectures. One is false.

/2017/12/19/computation-in-geometric-topology/:
Title

Computation in geometric topology | Low Dimensional Topology

Description

Complete lecture videos for last week's workshop Computation in Geometric Topology at Warwick are now posted on You . The complete list of talks with abstracts and video links is here.

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H1

Low Dimensional Topology

H2

December 19, 2017

H3

Computation in geometric topology

/category/3-manifolds/:
Title

3-manifolds | Low Dimensional Topology

Description

Posts about 3-manifolds written by Nathan Dunfield, Ryan Budney, and dmoskovich

H1

Low Dimensional Topology

H2

December 19, 2017

H3

Computation in geometric topology

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