Seminars Sorted by Series

Theoretical Machine Learning Seminar

Aug
04
2020

Theoretical Machine Learning Seminar

Nonlinear Independent Component Analysis
Aapo Hyvärinen
12:30pm|Remote Access Only - see link below

Unsupervised learning, in particular learning general nonlinear representations, is one of the deepest problems in machine learning. Estimating latent quantities in a generative model provides a principled framework, and has been successfully used...

Aug
06
2020

Theoretical Machine Learning Seminar

A Blueprint of Standardized and Composable Machine Learning
Eric Xing
3:00pm|Remote Access Only - see link below

In handling wide range of experiences ranging from data instances, knowledge, constraints, to rewards, adversaries, and lifelong interplay in an ever-growing spectrum of tasks, contemporary ML/AI research has resulted in thousands of models...

Aug
11
2020

Theoretical Machine Learning Seminar

Statistical Learning Theory for Modern Machine Learning
John Shawe-Taylor
12:30pm|Remote Access Only - see link below

Probably Approximately Correct (PAC) learning has attempted to analyse the generalisation of learning systems within the statistical learning framework. It has been referred to as a ‘worst case’ analysis, but the tools have been extended to analyse...

Aug
13
2020

Theoretical Machine Learning Seminar

Latent State Discovery in Reinforcement Learning
John Langford
3:00pm|Remote Access Only - see link below

There are three core orthogonal problems in reinforcement learning: (1) Crediting actions (2) generalizing across rich observations (3) Exploring to discover the information necessary for learning. Good solutions to pairs of these problems are...

Aug
18
2020

Theoretical Machine Learning Seminar

From Speech AI to Finance AI and Back
Li Deng
12:30pm|Remote Access Only - see link below

A brief review will be provided first on how deep learning has disrupted speech recognition and language processing industries since 2009. Then connections will be drawn between the techniques (deep learning or otherwise) for modeling speech and...

Aug
20
2020

Theoretical Machine Learning Seminar

Event Sequence Modeling with the Neural Hawkes Process
Jason Eisner
3:00pm|Remote Access Only - see link below

Suppose you are monitoring discrete events in real time. Can you predict what events will happen in the future, and when? Can you fill in past events that you may have missed? A probability model that supports such reasoning is the neural Hawkes...

Aug
25
2020

Theoretical Machine Learning Seminar

Learning-Based Sketching Algorithms
Piotr Indyk
12:30pm|Remote Access Only - see link below

Classical algorithms typically provide "one size fits all" performance, and do not leverage properties or patterns in their inputs. A recent line of work aims to address this issue by developing algorithms that use machine learning predictions to...

Aug
27
2020

Theoretical Machine Learning Seminar

Multi-Output Prediction: Theory and Practice
Inderjit Dhillon
3:00pm|Remote Access Only - see link below

Many challenging problems in modern applications amount to finding relevant results from an enormous output space of potential candidates, for example, finding the best matching product from a large catalog or suggesting related search phrases on a...

Theoretical Machine Learning Seminar - PCTS Seminar Series: Deep Learning for Physics

Feb
06
2020

Theoretical Machine Learning Seminar - PCTS Seminar Series: Deep Learning for Physics

Understanding Machine Learning via Exactly Solvable Statistical Physics Models
Lenka Zdeborova
11:45am|Jadwin Hall PCTS Seminar Room 407 (Princeton University)

Please Note: The seminars are not open to the general public, but only to active researchers.

Register here for this event: https://docs.google.com/forms/d/e/1FAIpQLScJ-BUVgJod6NGrreI26pedg8wGEyPhh3WMDskE1hIac_Yp3Q/viewform

The affinity between...

Topics in Analysis

Feb
03
2022

Topics in Analysis

Instability and non-uniqueness in fluid dynamics - Part III: Non-uniqueness of Leray solutions
2:00pm|Simonyi Hall 101 and Remote Access
Feb
10
2022

Topics in Analysis

Instability and non-uniqueness in fluid dynamics - Part IV: Sharpness of the Yudovich class
2:00pm|Simonyi Hall 101 and Remote Access
Mar
03
2022

Topics in Analysis

H$^{1/2-}$ solutions of the 3D Euler equations - Part 2: Low frequency error terms and the secondary iteration
Vikram Giri
2:00pm|Simonyi Hall 101 and Remote Access
Mar
10
2022

Topics in Analysis

$H^{1/2-}$ solutions of the 3D Euler equations - Part 3: transport errors, pointwise estimates, and future directions
2:00pm|Simonyi Hall 101 and Remote Access
Apr
21
2022

Topics in Analysis

Positive Lyapunov exponents and mixing in stochastic fluid flow. Part I
2:00pm|Simonyi Hall 101 and Remote Access

In this three-part lecture series, we will present a series of works by Bedrossian, Blumenthal and Punshon-Smith on the chaotic mixing and enhanced dissipation properties of a passive tracer subject to the motion of an ergodic Markovian flow of...

Apr
28
2022

Topics in Analysis

Positive Lyapunov exponents and mixing in stochastic fluid flow. Part II
2:00pm|Simonyi Hall 101 and Remote Access

In this three-part lecture series, we will present a series of works by Bedrossian, Blumenthal and Punshon-Smith on the chaotic mixing and enhanced dissipation properties of a passive tracer subject to the motion of an ergodic Markovian flow of...

May
05
2022

Topics in Analysis

Positive Lyapunov exponents and mixing in stochastic fluid flow. Part III
2:00pm|Simonyi Hall 101 and Remote Access

In this three-part lecture series, we will present a series of works by Bedrossian, Blumenthal and Punshon-Smith on the chaotic mixing and enhanced dissipation properties of a passive tracer subject to the motion of an ergodic Markovian flow of...

Topics in Geometry

Feb
02
2022

Topics in Geometry

Quantitative Heegaard Floer cohomology and the Calabi invariant [CGHMSS] Part I: Background on $C^0$ symplectic geometry
2:00pm|Simonyi Hall 101 and Remote Access
Feb
09
2022

Topics in Geometry

Quantitative Heegaard Floer cohomology and the Calabi invariant [CGHMSS] Part I: Background on C^0 symplectic geometry
2:00pm|Simonyi Hall 101 and Remote Access
Feb
16
2022

Topics in Geometry

Quantitative Heegaard Floer cohomology and the Calabi invariant [CGHMSS] Part II: Reduction to the spectral invariant
2:00pm|Simonyi Hall 101 and Remote Access
Feb
23
2022

Topics in Geometry

Quantitative Heegaard Floer cohomology and the Calabi invariant [CGHMSS] Part III: Background on Heegaard-Floer
2:00pm|Simonyi Hall 101 and Remote Access
Mar
02
2022

Topics in Geometry

Quantitative Heegaard Floer cohomology and the Calabi invariant [CGHMSS] Part IV: Existence of the spectral invariant
2:00pm|Simonyi Hall 101 and Remote Access
Mar
09
2022

Topics in Geometry

Quantitative Heegaard Floer cohomology and the Calabi invariant [CGHMSS] Part V: The Calabi morphism
2:00pm|Simonyi Hall 101 and Remote Access

Topology of Algebraic Varieties

Sep
16
2014

Topology of Algebraic Varieties

Hodge theory and derived categories of cubic fourfolds
2:00pm|S-101

Cubic fourfolds behave in many ways like K3 surfaces. Certain cubics - conjecturally, the ones that are rational - have specific K3s associated to them geometrically. Hassett has studied cubics with K3s associated to them at the level of Hodge...

Sep
16
2014

Topology of Algebraic Varieties

Generic K3 categories and Hodge theory
3:30pm|S-101

In this talk I will focus on two examples of K3 categories: bounded derived categories of (twisted) coherent sheaves and K3 categories associated with smooth cubic fourfolds. The group of autoequivalences of the former has been intensively studied...

Sep
26
2014

Topology of Algebraic Varieties

Symmetric differentials and the fundamental group
11:15am|S-101

Esnault asked whether a smooth complex projective variety with infinite fundamental group has a nonzero symmetric differential, meaning a section of some symmetric power of the cotangent bundle. We prove a partial result in this direction, using...

Sep
30
2014

Topology of Algebraic Varieties

The Fano variety of lines and rationality problem for a cubic hypersurface
11:00am|Physics Library, Bloomberg Hall 201

The relevant preprints are: arXiv:1405.5154 "The Fano variety of lines and rationality problem for a cubic hypersurface", Sergey Galkin, Evgeny Shinder arXiv:1405.4902 "On two rationality conjectures for cubic fourfolds", Nicolas Addington

Sep
30
2014

Topology of Algebraic Varieties

Tropical currents
3:30pm|S-101

I will outline a construction of "tropical current", a positive closed current associated to a tropical variety. I will state basic properties of tropical currents, and discuss how tropical currents are related to a version of Hodge conjecture for...

Oct
01
2014

Topology of Algebraic Varieties

The topology of proper toric maps
Mark Andrea de Cataldo
11:15am|S-101

I will discuss some of the topology of the fibers of proper toric maps and a combinatorial invariant that comes out of this picture. Joint with Luca Migliorini and Mircea Mustata.

Oct
07
2014

Topology of Algebraic Varieties

On Euler-Poincaré characteristics
Mark Andrea de Cataldo
11:00am|Physics Library, Bloomberg Hall 201

Report on R. Virk's arXiv:1406.4855v3. This is a fun, short and simple note with variations on the well-known theme by G. Laumon that the Euler characteristics with and without compact supports coincide.

Oct
07
2014

Topology of Algebraic Varieties

Chow rings and modified diagonals
2:00pm|S-101

Beauville and Voisin proved that decomposable cycles (intersections of divisors) on a projective K3 surface span a 1-dimensional subspace of the (infinite-dimensional) group of 0-cycles modulo rational equivalence. I will address the following...

Oct
07
2014

Topology of Algebraic Varieties

Two counterexamples arising from infinite sequences of flops
John Lesieutre
3:30pm|S-101

I will explain how infinite sequences of flops give rise to some interesting phenomena: first, an infinite set of smooth projective varieties that have equivalent derived categories but are not isomorphic; second, a pseudoeffective divisor for which...

Oct
08
2014

Topology of Algebraic Varieties

The construction problem for Hodge numbers
Stefan Schreieder
11:15am|S-101

What are the possible Hodge numbers of a smooth complex projective variety? We construct enough varieties to show that many of the Hodge numbers can take all possible values satisfying the constraints given by Hodge theory. For example, there are...

Oct
21
2014

Topology of Algebraic Varieties

Positive cones of higher (co)dimensional numerical cycle classes
Mihai Fulger
2:00pm|S-101

It is classical to study the geometry of projective varieties over algebraically closed fields through the properties of various positive cones of divisors or curves. Several counterexamples have shifted attention from the higher (co)dimensional...

Oct
21
2014

Topology of Algebraic Varieties

The structure of instability in moduli theory
3:30pm|S-101

In many examples of moduli stacks which come equipped with a notion of stable points, one tests stability by considering "iso-trivial one parameter degenerations" of a point in the stack. To such a degeneration one can often associate a real number...

Oct
22
2014

Topology of Algebraic Varieties

Extending differential forms and the Lipman-Zariski conjecture
Sándor Kovács
11:15am|S-101

The Lipman-Zariski conjecture states that if the tangent sheaf of a complex variety is locally free then the variety is smooth. In joint work with Patrick Graf we prove that this holds whenever an extension theorem for differential 1-forms holds, in...

Oct
28
2014

Topology of Algebraic Varieties

Singular moduli spaces and Nakajima quiver varieties
2:00pm|S-101

The aim of this talk is to study a class of singularities of moduli spaces of sheaves on K3 surfaces by means of Nakajima quiver varieties. The singularities in question arise from the choice of a non generic polarization, with respect to which we...