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Bio
2020-2022: Head of Artificial Intelligence,
Alma
2005-2009: École normale supérieure,
Paris and
Lyon
Selected Publications
Spectral Target Encoding
[PDF]
[GitHub]
submitted (2022)
We introduce a new spectral technique for Bayesian inference in the
case of the hierarchical beta-binomial model. Our inference method
consists in an iterative algorithm, alternating between posterior
expectation for the binomial parameters and a Bayesian form of the
method of moments for the beta parameters. We mathematically
establish efficiency and convergence properties for our algorithm. We
empirically demonstrate that our inference method is more efficient
than likelihood inference. The advantage is significant when
considering statistical efficiency, and it is wide when considering
computational efficiency. We apply our new inference method to target
encoding in machine learning. We benchmark spectral target encoding
against other known target encoding techniques on several supervised
binary classification problems. We observe that the spectral target
encoder is on par with, and regularly better than the best-in-class
target encoders, while being much faster. We provide an
implementation of the spectral target encoder in Python, compatible
with the scikit-learn framework, together with the code for running
the bench- marks in a reproducible way.
Coloured Kac-Moody Algebras, Part I
[PDF]
arXiv:1412.8606 (2015)
We introduce a parametrization of formal deformations of Verma
modules of $\mathfrak{sl}_2$. A point in the moduli space is called a
colouring. We prove that for each colouring $\psi$ satisfying a
regularity condition, there is a formal deformation $U_h(\psi)$ of
$U(\mathfrak{sl}_2)$ acting on the deformed Verma modules. We
retrieve in particular the quantum algebra $U_h(\mathfrak{sl}_2)$
from a colouring by $q$-numbers. More generally, we establish that
regular colourings parametrize a broad family of formal deformations
of the Chevalley-Serre presentation of $U(\mathfrak{sl}_2)$. The
present paper is the first of a series aimed to lay the foundations
of a new approach to deformations of Kac-Moody algebras and of their
representations. We will employ in a forthcoming paper coloured
Kac-Moody algebras to give a positive answer to E. Frenkel and D.
Hernandez's conjectures on Langlands duality in quantum group theory.
Groupes quantiques d'interpolation de Langlands de rang 1
[PDF]
International Mathematics Research Notices (2013)
We study a certain family, parameterized by an positive integer $g$,
of double deformations of the enveloping algebra
$U(\mathfrak{sl}_2)$. We prove that each of these double deformations
simultaneously deforms two rank 1 quantum groups. We show this
interpolating property explains the Langlands duality for the
representations of the quantum groups in rank 1. Hence we prove a
conjecture of E. Frenkel and D. Hernandez in this case: we prove for
all $g$ the existence of representations which simultaneously deform
two Langlands dual representations. We also study more generally the
finite rank representation theory of this family of double
deformations.
Generalized Quantum Enveloping Algebras, Coloured Kac-Moody Algebras and Langlands Interpolation
[PDF]
PhD thesis, École Polytechnique and Université Paris Cité (2013)
We propose in this thesis a new deformation process of Kac-Moody
algebras and their representations. The direction of deformation is
given by a collection of numbers, called a colouring. The natural
numbers lead for example to the classical algebras, while the quantum
numbers lead to the associated quantum algebras. We first establish
sufficient and necessary conditions on colourings to allow the
process depend polynomially on a formal parameter and to provide the
generalised quantum enveloping (GQE) algebras. We then lift the
restrictions and show that the process still exists via the coloured
Kac Moody algebras. We formulate the GQE conjecture which predicts
that every representation in the integrable category $\mathcal O$ of
a Kac-Moody algebra can be deformed into a representation of an
associated GQE algebra. We give various evidences for this conjecture
and make a first step towards its resolution by proving that
Kac-Moody algebras without Serre relations can be deformed into GQE
algebras without Serre relations. In case the conjecture holds, we
establish an analog result for coloured Kac-Moody algebras, we prove
that the deformed representation theories are parallel to the
classical one, we explicit a deformed Serre presentation for GQE
algebras, we prove that the latter are the representatives of a
natural class of formal deformations of Kac-Moody algebras and are
h-trivial in finite type. As an application, we explain in terms of
interpolation both classical and quantum Langlands dualities between
representations of Lie algebras, and we propose a new approach which
aims at proving a conjecture of Frenkel-Hernandez. In general, we
prove that representations of two isogenic coloured Kac-Moody
algebras can be interpolated by representations of a third one.
Observing that standard quantum algebras satisfy the GQE conjecture,
we give a new proof of the previously mentioned classical Langlands
duality.
Groupes quantiques et catégorifications
[PDF]
Master's thesis, École normale supérieure, Paris (2009)
The object of this master's thesis is the categorification of the
integral form of the negative part of a quantum group associated
with a simply laced Kac-Moody algebra. For this purpose, we
associate to each simple graph a family of graded algebras,
geometrically defined by means of braids, and which in some cases
reproduce the nilHecke algebras. We consider the Grothendieck
groups of the categories of projective graded modules on those
algebras. The direct sum of the latter groups can be naturally
enriched with a structure of twisted graded bialgebra, which turns
to be the integral form we started from. The latter
categorification then leads to another, functorial,
categorification.
Selected Teaching
{click on the lines for more information}
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Quasi-categories and Model Categories (research internship, Cambridge, Summer 2017)
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MIT International Research Program
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2-Kac-Moody Algebras (Part III Essay, Cambridge, Lent 2016)
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The aim of this essay is to give an account of 2-Kac-Moody
algebras, and of their representation theory. A 2-Kac-Moody algebra
is a 2-category, obtained by "doubling" a categorification of one
half of a Kac-Moody algebra $\mathfrak g$. The categorification in
question consists in a monoidal category $\mathcal B$, where quiver
Hecke algebras associated to a same quiver $\Gamma$ are put
together. Quiver Hecke algebras have been introduced by Khovanov,
Lauda and Rouquier, and are sometimes also called KLR algebras.
Geometric methods are available in the case of symmetrizable
Kac-Moody algebras. Namely, the monoidal category $\mathcal B$ is
equivalent to Lusztig's category of perverse sheaves on the moduli
space of representations of the quiver $\Gamma$, and projective
modules for the quiver Hecke algebras in characteristic zero relate
to the canonical basis of the quantised Kac-Moody algebra
$U_q(\mathfrak g)$.
Relevant courses
'Lie Algebras and their Representations', 'Introduction to Category Theory' are recommended.
'Representation Theory', 'Topics on Category Theory', 'Algebraic Geometry' can be helpful.
References
| [1] |
Beilinson, A.; Bernstein, J.; Deligne, P., 'Faisceaux pervers', Analysis and topology on singular
spaces
I (Luminy, 1981), Astérisque 100, 5-171
(Soc. Math. France, Paris, 1982).
|
| [2] |
Lusztig, G., 'Canonical bases arising from quantized enveloping algebras', J. Amer. Math. Soc. 3,
No.
2, 447-498 (1990). |
| [3] |
Khovanov, M.; Lauda, A., 'A diagrammatic approach to categorification of quantum groups I',
Represent.
Theory 13, 309-347 (2009). |
| [4] |
Khovanov, M.; Lauda, A., 'A diagrammatic approach to categorification of quantum groups II', Trans.
Amer. Math. Soc. 363, No. 5, 2685-2700 (2011). |
| [5] |
Rouquier, R., '2-Kac-Moody algebras', arXiv:0812.5023 (2008). |
| [6] |
Rouquier, R., 'Quiver Hecke algebras and 2-Lie algebras', Algebra Colloq. 19, No. 2, 359-410 (2012).
|
| [7] |
Varagnolo, M.; Vasserot, E., 'Canonical bases and KLR algebras', J. Reine Angew. Math. 659, 67-100
(2011). |
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Feigin-Frenkel Theorem (Part III Essay, Cambridge, Lent 2016)
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The local Langlands correspondence is a profound conjecture in the
representation theory of a reductive group $G(F)$ over $p$-adic
numbers and their extensions. It predicts a parametrisation for
smooth representations in terms of Langlands parameters, which are
roughly representations of the absolute Galois group
$\mathrm{Gal}(\bar F/F)$ into the Langlands dual group $G^\vee$. In
the local geometric Langlands correspondence, $p$-adics are
replaced with the field $\mathbb C((t))$ of Laurent series in one
complex variable. This geometric analogue involves replacing the
$p$-adic group $G(F)$ with the loop algebra $\mathfrak g \otimes
\mathbb C((t))$ (for $\mathfrak g$ a complex semisimple Lie
algebra), and with its central extension $\hat{\mathfrak g}$ which
is an affine Kac-Moody algebra. The Langlands parameters in the
geometric setting become $G^\vee$-connections over the punctured
disc $\mathrm{Spec} \, \mathbb C((t))$. The aim of this essay is to
give an account of the fundamental discovery of Feigin and Frenkel
(resolving a conjecture of Drinfel'd), namely that the enveloping
algebra of $\hat{\mathfrak g}$ acting at the critical level has a
huge center, analogous to the Harish-Chandra center for
$U(\mathfrak g)$, and that this center is canonically identified
with functions on the space of $G^\vee$-opers on the punctured
disc.
Relevant courses
'Algebraic Geometry' is recommended.
'Lie Algebras and their Representations', 'Introduction to Category Theory' can be helpful.
References
| [1] |
Feigin, B.; Frenkel, E., 'Affine Kac-Moody algebras at the critical level and Gelfand-Dikii algebras',
Infinite analysis, Part A, B (Kyoto, 1991)}, Adv. Ser. Math. Phys. 16,
197-215 (World Sci. Publ., River Edge, NJ, 1992).
|
| [2] |
Frenkel, E., 'Langlands correspondence for loop groups', Cambridge Studies in Advanced Mathematics
103
(Cambridge University Press, Cambridge, 2007). |
| [3] |
Frenkel, E., 'Wakimoto modules, opers and the center at the critical level', Adv. Math. 195, No. 2,
297-404 (2005). |
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Geometric Satake Equivalence (Part III Essay, Cambridge, Lent 2016)
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This aim of this essay is to give an account of the geometric
Satake equivalence, which is one of the cornerstones of the
geometric Langlands correspondence. The connected complex reductive
groups have a combinatorial classification by their root data. In a
root datum, the roots and the coroots appear in a symmetric manner,
and so the connected reductive algebraic groups come in pairs. The
companion of a reductive group $G$ is the so-called Langlands dual
group $G^\vee$. The geometric Satake equivalence is an equivalence
between the category of representations of $G$ and the category of
spherical perverse sheaves on the complex affine Grassmannian
associated to the dual group $G^\vee$. This constitutes a geometric
version of the classical Satake isomorphism. One can view this
result also as a remarkable construction of the Langlands dual
group $G^\vee$ in terms of the group $G$ that does not refer to the
underlying root data.
Relevant courses
'Algebraic Geometry', 'Introduction to Category Theory' are recommended.
'Topics on Category Theory' can be helpful.
References
| [1] |
Beilinson, A.; Bernstein, J.; Deligne, P., 'Faisceaux pervers', Analysis and topology on singular
spaces
I (Luminy, 1981), Astérisque 100, 5-171
(Soc. Math. France, Paris, 1982).
|
| [2] |
Beilinson, A.; Drinfel'd, V., 'Quantization of Hitchin's integrable system and Hecke eigensheaves',
pdf (1991).
|
| [3] |
Deligne, P.; Milne, J., 'Tannakian Categories', Hodge cycles, motives, and Shimura varieties, Lecture
Notes in Mathematics 900, 101-228
(Springer-Verlag, Berlin-New York, 1982).
|
| [4] |
Gross, B., 'On the Satake isomorphism', Galois representations in arithmetic algebraic geometry
(Durham,
1996)}, London Math. Soc. Lecture Note Ser. 254, 223-237
(Cambridge Univ. Press, Cambridge, 1998).
|
| [5] |
Humphreys, J., 'Linear algebraic groups', Graduate Texts in Mathematics, No. 21 (Springer-Verlag,
New
York-Heidelberg, 1975). |
| [6] |
Mirkovic, I; Vilonen, K., 'Geometric Langlands duality and representations of algebraic groups over
commutative rings', Ann. of Math. (2) 166, No. 1, 95-143 (2007). |
| [7] |
Richarz, T., 'A new approach to the geometric Satake equivalence', Doc. Math 19, 209-246 (2014).
|
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Infinite dimensional Lie Algebras (graduate course, Cambridge, Lent 2015)
---------------
The aim of this course is to give an introduction to Kac-Moody
algebras and their representations, to present some applications of
the theory, and to have a look at the quantum counterpart.
Kac-Moody algebras are infinite-dimensional analog of semisimple
Lie algebras, and we will first study the structure of these
algebras in general. The first significant examples will be the
affine Lie algebras. These algebras have another realisation;
namely they are central extensions of loop algebras, and therefore
have important applications in theoretical physics. We will precise
the relations with the Virasoro and the Heisenberg algebras, and we
will study the category of finite-dimensional representations of an
affine Lie algebra. By construction, an affine algebra has a
central element, which then acts as a scalar (called level) on
every simple representation. We will look at a certain category
formed by representations with fixed level, describe the fusion
product within this category, and present applications to the
Knizhnik-Zamolodchikov equations. Quantum groups (or to be more
precise, quantized enveloping algebras in this course) are quantum
analog of semisimple Lie algebras, and more generally of Kac-Moody
algebras. If time permits, we will define these objects, study
their representation theory (with an emphasis again on the affine
case, which should lead us to the so-called $q$-characters), and
discuss the relations between representations of classical and
quantum affine algebras.
Pre-requisites
Essential: 'Lie algebras and their representations'.
Useful: 'Representation theory'.
References
| [1] |
Chari, V.; Pressley, A., 'A guide to quantum groups' (Cambridge University Press, Cambridge, 1995).
|
| [2] |
Etingof, P.; Frenkel, I.; Kirillov, A., 'Lectures on representation theory and Knizhnik-Zamolodchikov
equations',
Mathematical Surveys and Monographs 58 (American Mathematical Society, Providence, RI, 1998).
|
| [3] |
Frenkel, E.; Ben-Zvi, D., 'Vertex algebras and algebraic curves', Mathematical Surveys and Monographs
88
(American Mathematical Society, Providence, RI, 2004).
|
| [4] |
Frenkel, E., 'Langlands correspondence for loop groups', Cambridge Studies in Advanced Mathematics
103
(Cambridge University Press, Cambridge, 2007). |
| [5] |
J. Humphreys, 'Introduction to Lie algebras and representation theory', Graduate Texts in
Mathematics
9 (Springer-Verlag, New York-Berlin, 1978). |
| [6] |
Jantzen, J., 'Lectures on Quantum Groups', Graduate Studies in Mathematics 6 (American Mathematical
Society, Providence, RI, 1996). |
| [7] |
Kac, V., 'Infinite-dimensional Lie algebras' (Cambridge University Press, Cambridge, 1990). |
| [8] |
Serre, J-P., 'Lie algebras and Lie groups', 1964 lectures given at Harvard University, Lecture Notes
in Mathematics 1500 (Springer-Verlag, Berlin, 2006). |
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Infinite dimensional Lie Algebras (Part III Essay, Cambridge, Lent 2014)
---------------
The aim of this essay is to give an introduction to Kac-Moody
algebras and their representations, present some applications of
the theory, and have a look at the quantum side. You will start
from the Serre presentation of complex semisimple Lie algebras,
together with the celebrated Cartan-Killing classification by
Cartan matrices (this material has been covered in the course 'Lie
algebras and their representations'). Kac-Moody algebras are
infinite-dimensional analog of semisimple Lie algebras; they also
admit a Serre presentation, associated to generalised Cartan
matrices. You will first investigate the structure of Kac-Moody
algebras, and their representation theory (the category $\mathcal
O$). The "first" infinite-dimensional Kac-Moody algebras are said
affine. An affine algebra $\hat{\mathfrak g}$ can be realised as a
central extension of the loop algebra of a semisimple Lie algebra
$\mathfrak g$. Thanks to this description, you will learn more
about $\hat{\mathfrak g}$, precise the relations with the Virasoro
algebras and the Heisenberg algebras, and study the category of
finite-dimensional representations of $\hat{\mathfrak g}$. By
construction, the affine algebra $\hat{\mathfrak g}$ has a central
element, which then acts as a scalar (called level) on every simple
representation. Going back to the category $\mathcal O$ of
$\hat{\mathfrak g}$, you will focus on the subcategory $\mathcal
O_k$ formed by the representations with fixed level $k$, and
experience once again the richness of the representation theory of
affine algebras. Affine Kac-Moody algebras provide a perfect
example where abstract mathematical motivations lead to objects
which are closely related to other fields as Mathematical Physics.
You will eventually study more advanced topics, as the fusion
product within the category $\mathcal O_k$, and applications to
Knizhnik-Zamolodchikov equations. Quantum groups are quantum analog
of semisimple Lie algebras. If time permits, you will learn about
the quantized enveloping algebra $U_q(\mathfrak g)$, investigate
its representation theory, and look at the relations between
between representations of (classical) affine algebras and
representation of quantum groups. Affine algebras also admit a
quantization. Again, if time permits, you may be interested in the
finite-dimensional representation theory of quantum affine
algebras: classification of simple representations by the Drinfel'd
polynomials, the Grothendieck ring, and the $q$-characters.
Relevant courses
Essential: 'Lie algebras and their representations'.
Useful: 'Representation theory'.
References
| [1] |
Chari, V.; Pressley, A., 'A guide to quantum groups' (Cambridge University Press, Cambridge, 1995).
|
| [2] |
Etingof, P.; Frenkel, I.; Kirillov, A., 'Lectures on representation theory and Knizhnik-Zamolodchikov
equations',
Mathematical Surveys and Monographs 58 (American Mathematical Society, Providence, RI, 1998).
|
| [3] |
Frenkel, E.; Ben-Zvi, D., 'Vertex algebras and algebraic curves', Mathematical Surveys and Monographs
88
(American Mathematical Society, Providence, RI, 2004).
|
| [4] |
Frenkel, E., 'Langlands correspondence for loop groups', Cambridge Studies in Advanced Mathematics
103
(Cambridge University Press, Cambridge, 2007). |
| [5] |
J. Humphreys, 'Introduction to Lie algebras and representation theory', Graduate Texts in
Mathematics
9 (Springer-Verlag, New York-Berlin, 1978). |
| [6] |
Jantzen, J., 'Lectures on Quantum Groups', Graduate Studies in Mathematics 6 (American Mathematical
Society, Providence, RI, 1996). |
| [7] |
Kac, V., 'Infinite-dimensional Lie algebras' (Cambridge University Press, Cambridge, 1990). |
| [8] |
Serre, J-P., 'Lie algebras and Lie groups', 1964 lectures given at Harvard University, Lecture Notes
in Mathematics 1500 (Springer-Verlag, Berlin, 2006). |
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Classes and supervisions in pure mathematics (Parts I and II, Cambridge, 2013-2018)
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St John's College
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Undergraduate and graduate courses in mathematics (Université Paris Cité, 2009-2013)
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both pure and applied mathematics