June Huh – Curriculum Vitae
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Tropical Geometry of Deep Neural Networks
Tropical Geometry of Deep Neural Networks Liwen Zhang 1 Gregory Naitzat 2 Lek-Heng Lim 2 3 Abstract 2011; Montufar et al., 2014; Eldan & Shamir, 2016; Poole et al., 2016; Telgarsky, 2016; Arora et al., 2018). Recent We establish, for the first time, explicit connec- work (Zhang et al., 2016) showed that several successful tions between feedforward neural networks with neural networks possess a high representation power and ReLU activation and tropical geometry — we can easily shatter random data. However, they also general- show that the family of such neural networks is ize well to data unseen during training stage, suggesting that equivalent to the family of tropical rational maps. such networks may have some implicit regularization. Tra- Among other things, we deduce that feedforward ditional measures of complexity such as VC-dimension and ReLU neural networks with one hidden layer can Rademacher complexity fail to explain this phenomenon. be characterized by zonotopes, which serve as Understanding this implicit regularization that begets the building blocks for deeper networks; we relate generalization power of deep neural networks remains a decision boundaries of such neural networks to challenge. tropical hypersurfaces, a major object of study in tropical geometry; and we prove that linear The goal of our work is to establish connections between regions of such neural networks correspond to neural network and tropical geometry in the hope that they vertices of polytopes associated with tropical ra- will shed light on the workings of deep neural networks. tional functions. An insight from our tropical for- Tropical geometry is a new area in algebraic geometry that mulation is that a deeper network is exponentially has seen an explosive growth in the recent decade but re- more expressive than a shallow network. -
FIELDS MEDAL for Mathematical Efforts R
Recognizing the Real and the Potential: FIELDS MEDAL for Mathematical Efforts R Fields Medal recipients since inception Year Winners 1936 Lars Valerian Ahlfors (Harvard University) (April 18, 1907 – October 11, 1996) Jesse Douglas (Massachusetts Institute of Technology) (July 3, 1897 – September 7, 1965) 1950 Atle Selberg (Institute for Advanced Study, Princeton) (June 14, 1917 – August 6, 2007) 1954 Kunihiko Kodaira (Princeton University) (March 16, 1915 – July 26, 1997) 1962 John Willard Milnor (Princeton University) (born February 20, 1931) The Fields Medal 1966 Paul Joseph Cohen (Stanford University) (April 2, 1934 – March 23, 2007) Stephen Smale (University of California, Berkeley) (born July 15, 1930) is awarded 1970 Heisuke Hironaka (Harvard University) (born April 9, 1931) every four years 1974 David Bryant Mumford (Harvard University) (born June 11, 1937) 1978 Charles Louis Fefferman (Princeton University) (born April 18, 1949) on the occasion of the Daniel G. Quillen (Massachusetts Institute of Technology) (June 22, 1940 – April 30, 2011) International Congress 1982 William P. Thurston (Princeton University) (October 30, 1946 – August 21, 2012) Shing-Tung Yau (Institute for Advanced Study, Princeton) (born April 4, 1949) of Mathematicians 1986 Gerd Faltings (Princeton University) (born July 28, 1954) to recognize Michael Freedman (University of California, San Diego) (born April 21, 1951) 1990 Vaughan Jones (University of California, Berkeley) (born December 31, 1952) outstanding Edward Witten (Institute for Advanced Study, -
Group Actions and Divisors on Tropical Curves Max B
Claremont Colleges Scholarship @ Claremont HMC Senior Theses HMC Student Scholarship 2011 Group Actions and Divisors on Tropical Curves Max B. Kutler Harvey Mudd College Recommended Citation Kutler, Max B., "Group Actions and Divisors on Tropical Curves" (2011). HMC Senior Theses. 5. https://scholarship.claremont.edu/hmc_theses/5 This Open Access Senior Thesis is brought to you for free and open access by the HMC Student Scholarship at Scholarship @ Claremont. It has been accepted for inclusion in HMC Senior Theses by an authorized administrator of Scholarship @ Claremont. For more information, please contact [email protected]. Group Actions and Divisors on Tropical Curves Max B. Kutler Dagan Karp, Advisor Eric Katz, Reader May, 2011 Department of Mathematics Copyright c 2011 Max B. Kutler. The author grants Harvey Mudd College and the Claremont Colleges Library the nonexclusive right to make this work available for noncommercial, educational purposes, provided that this copyright statement appears on the reproduced ma- terials and notice is given that the copying is by permission of the author. To dis- seminate otherwise or to republish requires written permission from the author. Abstract Tropical geometry is algebraic geometry over the tropical semiring, or min- plus algebra. In this thesis, I discuss the basic geometry of plane tropical curves. By introducing the notion of abstract tropical curves, I am able to pass to a more abstract metric-topological setting. In this setting, I discuss divisors on tropical curves. I begin a study of G-invariant divisors and divisor classes. Contents Abstract iii Acknowledgments ix 1 Tropical Geometry 1 1.1 The Tropical Semiring . -
Occasion of Receiving the Seki-Takakazu Prize
特集：日本数学会関孝和賞受賞 On the occasion of receiving the Seki-Takakazu Prize Jean-Pierre Bourguignon, the director of IHÉS A brief introduction to the Institut des Hautes Études Scientifiques The Institut des Hautes Études Scientifiques (IHÉS) was founded in 1958 by Léon MOTCHANE, an industrialist with a passion for mathematics, whose ambition was to create a research centre in Europe, counterpart to the renowned Institute for Advanced Study (IAS), Princeton, United States. IHÉS became a foundation acknowledged in the public interest in 1981. Like its model, IHÉS has a small number of Permanent Professors (5 presently), and hosts every year some 250 visitors coming from all around the world. A Scientific Council consisting of the Director, the Permanent Professors, the Léon Motchane professor and an equal number of external members is in charge of defining the scientific strategy of the Institute. The foundation is managed by an 18 member international Board of Directors selected for their expertise in science or in management. The French Minister of Research or their representative and the General Director of CNRS are members of the Board. IHÉS accounts are audited and certified by an international accountancy firm, Deloitte, Touche & Tomatsu. Its resources come from many different sources: half of its budget is provided by a contract with the French government, but institutions from some 10 countries, companies, foundations provide the other half, together with the income from the endowment of the Institute. Some 50 years after its creation, the high quality of its Permanent Professors and of its selected visiting researchers has established IHÉS as a research institute of world stature. -
Notes by Eric Katz TROPICAL GEOMETRY
Notes by Eric Katz TROPICAL GEOMETRY GRIGORY MIKHALKIN 1. Introduction 1.1. Two applications. Let us begin with two examples of questions where trop- ical geometry is useful. Example 1.1. Can we represent an untied trefoil knot as a genus 1 curve of degree 5 in RP3? Yes, by means of tropical geometry. It turns out that it can be be represented by a rational degree 5 curve but not by curve of genus greater than 1 since such a curve must sit on a quadric surface in RP3. 3 k 3 Figure 1. Untied trefoil. Example 1.2. Can we enumerate real and complex curves simultaneously by com- binatorics? For example, there is a way to count curves in RP2 or CP2 through 3d − 1+ g points by using bipartite graphs. 1.2. Tropical Geometry. Tropical geometry is algebraic geometry over the tropi- cal semi-field, (T, “+”, “·”). The semi-field’s underlying set is the half-open interval [−∞, ∞). The operations are given for a,b ∈ T by “a + b” = max(a,b) “a · b”= a + b. The semi-field has the properties of a field except that additive inverses do not exist. Moreover, every element is an idempotent, “a + a”= a so there is no way to adjoin inverses. In some sense algebra becomes harder, geometry becomes easier. By the way, tropical geometry is named in honor of a Brazilian computer scien- tist, Imre Simon. Two observations make tropical geometry easy. First, the tropical semiring T naturally has a Euclidean topology like R and C. Second, the geometric structures are piecewise linear structures, and so tropical geometry reduces to a combination 1 2 MIKHALKIN of combinatorics and linear algebra. -
Applications of Tropical Geometry in Deep Neural Networks
Applications of Tropical Geometry in Deep Neural Networks Thesis by Motasem H. A. Alfarra In Partial Fulfillment of the Requirements For the Degree of Masters of Science in Electrical Engineering King Abdullah University of Science and Technology Thuwal, Kingdom of Saudi Arabia April, 2020 2 EXAMINATION COMMITTEE PAGE The thesis of Motasem H. A. Alfarra is approved by the examination committee Committee Chairperson: Bernard S. Ghanem Committee Members: Bernard S. Ghanem, Wolfgang Heidrich, Xiangliang Zhang 3 ©April, 2020 Motasem H. A. Alfarra All Rights Reserved 4 ABSTRACT Applications of Tropical Geometry in Deep Neural Networks Motasem H. A. Alfarra This thesis tackles the problem of understanding deep neural network with piece- wise linear activation functions. We leverage tropical geometry, a relatively new field in algebraic geometry to characterize the decision boundaries of a single hidden layer neural network. This characterization is leveraged to understand, and reformulate three interesting applications related to deep neural network. First, we give a geo- metrical demonstration of the behaviour of the lottery ticket hypothesis. Moreover, we deploy the geometrical characterization of the decision boundaries to reformulate the network pruning problem. This new formulation aims to prune network pa- rameters that are not contributing to the geometrical representation of the decision boundaries. In addition, we propose a dual view of adversarial attack that tackles both designing perturbations to the input image, and the equivalent perturbation to the decision boundaries. 5 ACKNOWLEDGEMENTS First of all, I would like to express my deepest gratitude to my thesis advisor Prof. Bernard Ghanem who supported me through this journey. Prof. -
Hodge Theory in Combinatorics
BULLETIN (New Series) OF THE AMERICAN MATHEMATICAL SOCIETY Volume 55, Number 1, January 2018, Pages 57–80 http://dx.doi.org/10.1090/bull/1599 Article electronically published on September 11, 2017 HODGE THEORY IN COMBINATORICS MATTHEW BAKER Abstract. If G is a finite graph, a proper coloring of G is a way to color the vertices of the graph using n colors so that no two vertices connected by an edge have the same color. (The celebrated four-color theorem asserts that if G is planar, then there is at least one proper coloring of G with four colors.) By a classical result of Birkhoff, the number of proper colorings of G with n colors is a polynomial in n, called the chromatic polynomial of G.Read conjectured in 1968 that for any graph G, the sequence of absolute values of coefficients of the chromatic polynomial is unimodal: it goes up, hits a peak, and then goes down. Read’s conjecture was proved by June Huh in a 2012 paper making heavy use of methods from algebraic geometry. Huh’s result was subsequently refined and generalized by Huh and Katz (also in 2012), again using substantial doses of algebraic geometry. Both papers in fact establish log-concavity of the coefficients, which is stronger than unimodality. The breakthroughs of the Huh and Huh–Katz papers left open the more general Rota–Welsh conjecture, where graphs are generalized to (not neces- sarily representable) matroids, and the chromatic polynomial of a graph is replaced by the characteristic polynomial of a matroid. The Huh and Huh– Katz techniques are not applicable in this level of generality, since there is no underlying algebraic geometry to which to relate the problem. -
Tropical Geometry? Eric Katz Communicated by Cesar E
THE GRADUATE STUDENT SECTION WHAT IS… Tropical Geometry? Eric Katz Communicated by Cesar E. Silva This note was written to answer the question, What is tropical geometry? That question can be interpreted in two ways: Would you tell me something about this research area? and Why the unusual name ‘tropi- Tropical cal geometry’? To address Figure 1. Tropical curves, such as this tropical line the second question, trop- and two tropical conics, are polyhedral complexes. geometry ical geometry is named in transforms honor of Brazilian com- science. Here, tropical geometry can be considered as alge- puter scientist Imre Simon. braic geometry over the tropical semifield (ℝ∪{∞}, ⊕, ⊗) questions about This naming is compli- with operations given by cated by the fact that he algebraic lived in São Paolo and com- 푎 ⊕ 푏 = min(푎, 푏), 푎 ⊗ 푏 = 푎 + 푏. muted across the Tropic One can then find tropical analogues of classical math- varieties into of Capricorn. Whether his ematics and define tropical polynomials, tropical hyper- work is tropical depends surfaces, and tropical varieties. For example, a degree 2 questions about on whether he preferred to polynomial in variables 푥, 푦 would be of the form do his research at home or polyhedral min(푎 + 2푥, 푎 + 푥 + 푦, 푎 + 2푦, 푎 + 푥, 푎 + 푦, 푎 ) in the office. 20 11 02 10 01 00 complexes. The main goal of for constants 푎푖푗 ∈ ℝ ∪ {∞}. The zero locus of a tropical tropical geometry is trans- polynomial is defined to be the set of points where the forming questions about minimum is achieved by at least two entries. -
Notices of the American Mathematical Society Karim Adiprasito Karim Adiprasito January 2017 Karim Adiprasito FEATURES
THE AUTHORS THE AUTHORS THE AUTHORS Notices of the American Mathematical Society Karim Adiprasito Karim Adiprasito January 2017 Karim Adiprasito FEATURES June Huh June Huh 8 32 2626 June Huh JMM 2017 Lecture Sampler The Graduate Student Hodge Theory of Barry Simon, Alice Silverberg, Lisa Section Matroids Jeffrey, Gigliola Staffilani, Anna Interview with Arthur Benjamin Karim Adiprasito, June Huh, and Wienhard, Donald St. P. Richards, by Alexander Diaz-Lopez Eric Katz Tobias Holck Colding, Wilfrid Gangbo, and Ingrid Daubechies WHAT IS?...a Complex Symmetric Operator by Stephan Ramon Garcia Graduate Student Blog Enjoy the Joint Mathematics Meetings from near or afar through our lecture sampler and our feature on Hodge Theory, the subject of a JMM Current Events Bulletin Lecture. This month's Graduate Student Section includes an interview Eric Katz Eric Katz with Arthur Benjamin, "WHAT IS...a Complex Symmetric Operator?" and the latest "Lego Graduate Student" craze. Eric Katz The BackPage announces the October caption contest winner and presents a new caption contest for January. As always, comments are welcome on our webpage. And if you're not already a member of the AMS, I hope you'll consider joining, not just because you will receive each issue of these Notices but because you believe in our goal of supporting and opening up mathematics. —Frank Morgan, Editor-in-Chief ALSO IN THIS ISSUE 40 My Year as an AMS Congressional Fellow Anthony J. Macula 44 AMS Trjitzinsky Awards Program Celebrates Its Twenty-Fifth Year 47 Origins of Mathematical Words A Review by Andrew I. Dale 54 Aleksander (Olek) Pelczynski, 1932–2012 Edited by Joe Diestel 73 2017 Annual Meeting of the American Association for the Advancement of Science Matroids (top) and Dispersion in a Prism (bottom), from this month's contributed features; see pages 8 and 26. -
Life and Work of Egbert Brieskorn (1936-2013)
Life and work of Egbert Brieskorn (1936 – 2013)1 Gert-Martin Greuel, Walter Purkert Brieskorn 2007 Egbert Brieskorn died on July 11, 2013, a few days after his 77th birthday. He was an impressive personality who left a lasting impression on anyone who knew him, be it in or out of mathematics. Brieskorn was a great mathematician, but his interests, knowledge, and activities went far beyond mathematics. In the following article, which is strongly influenced by the authors’ many years of personal ties with Brieskorn, we try to give a deeper insight into the life and work of Brieskorn. In doing so, we highlight both his personal commitment to peace and the environment as well as his long–standing exploration of the life and work of Felix Hausdorff and the publication of Hausdorff ’s Collected Works. The focus of the article, however, is on the presentation of his remarkable and influential mathematical work. The first author (GMG) has spent significant parts of his scientific career as a arXiv:1711.09600v1 [math.AG] 27 Nov 2017 graduate and doctoral student with Brieskorn in Göttingen and later as his assistant in Bonn. He describes in the first two parts, partly from the memory of personal cooperation, aspects of Brieskorn’s life and of his political and social commitment. In addition, in the section on Brieskorn’s mathematical work, he explains in detail 1Translation of the German article ”Leben und Werk von Egbert Brieskorn (1936 – 2013)”, Jahresber. Dtsch. Math.–Ver. 118, No. 3, 143-178 (2016). 1 the main scientific results of his publications. -
The Top Mathematics Award
Fields told me and which I later verified in Sweden, namely, that Nobel hated the mathematician Mittag- Leffler and that mathematics would not be one of the do- mains in which the Nobel prizes would The Top Mathematics be available." Award Whatever the reason, Nobel had lit- tle esteem for mathematics. He was Florin Diacuy a practical man who ignored basic re- search. He never understood its impor- tance and long term consequences. But Fields did, and he meant to do his best John Charles Fields to promote it. Fields was born in Hamilton, Ontario in 1863. At the age of 21, he graduated from the University of Toronto Fields Medal with a B.A. in mathematics. Three years later, he fin- ished his Ph.D. at Johns Hopkins University and was then There is no Nobel Prize for mathematics. Its top award, appointed professor at Allegheny College in Pennsylvania, the Fields Medal, bears the name of a Canadian. where he taught from 1889 to 1892. But soon his dream In 1896, the Swedish inventor Al- of pursuing research faded away. North America was not fred Nobel died rich and famous. His ready to fund novel ideas in science. Then, an opportunity will provided for the establishment of to leave for Europe arose. a prize fund. Starting in 1901 the For the next 10 years, Fields studied in Paris and Berlin annual interest was awarded yearly with some of the best mathematicians of his time. Af- for the most important contributions ter feeling accomplished, he returned home|his country to physics, chemistry, physiology or needed him. -
Focm 2017 Foundations of Computational Mathematics Barcelona, July 10Th-19Th, 2017 Organized in Partnership With
FoCM 2017 Foundations of Computational Mathematics Barcelona, July 10th-19th, 2017 http://www.ub.edu/focm2017 Organized in partnership with Workshops Approximation Theory Computational Algebraic Geometry Computational Dynamics Computational Harmonic Analysis and Compressive Sensing Computational Mathematical Biology with emphasis on the Genome Computational Number Theory Computational Geometry and Topology Continuous Optimization Foundations of Numerical PDEs Geometric Integration and Computational Mechanics Graph Theory and Combinatorics Information-Based Complexity Learning Theory Plenary Speakers Mathematical Foundations of Data Assimilation and Inverse Problems Multiresolution and Adaptivity in Numerical PDEs Numerical Linear Algebra Karim Adiprasito Random Matrices Jean-David Benamou Real-Number Complexity Alexei Borodin Special Functions and Orthogonal Polynomials Mireille Bousquet-Mélou Stochastic Computation Symbolic Analysis Mark Braverman Claudio Canuto Martin Hairer Pierre Lairez Monique Laurent Melvin Leok Lek-Heng Lim Gábor Lugosi Bruno Salvy Sylvia Serfaty Steve Smale Andrew Stuart Joel Tropp Sponsors Shmuel Weinberger 2 FoCM 2017 Foundations of Computational Mathematics Barcelona, July 10th{19th, 2017 Books of abstracts 4 FoCM 2017 Contents Presentation . .7 Governance of FoCM . .9 Local Organizing Committee . .9 Administrative and logistic support . .9 Technical support . 10 Volunteers . 10 Workshops Committee . 10 Plenary Speakers Committee . 10 Smale Prize Committee . 11 Funding Committee . 11 Plenary talks . 13 Workshops . 21 A1 { Approximation Theory Organizers: Albert Cohen { Ron Devore { Peter Binev . 21 A2 { Computational Algebraic Geometry Organizers: Marta Casanellas { Agnes Szanto { Thorsten Theobald . 36 A3 { Computational Number Theory Organizers: Christophe Ritzenhaler { Enric Nart { Tanja Lange . 50 A4 { Computational Geometry and Topology Organizers: Joel Hass { Herbert Edelsbrunner { Gunnar Carlsson . 56 A5 { Geometric Integration and Computational Mechanics Organizers: Fernando Casas { Elena Celledoni { David Martin de Diego .