DIMACS REU 2026 β RESEARCH PORTFOLIO
Name: Sofia Torelli
Project Title: Spectral theory for infinite directed graphs
Project Mentors: Cecelia Higgins and Filippo Calderoni
Email: storelli@berkeley.edu
University: University of California, Berkeley
Acknowledgements: Thanks to Cecelia Higgins and Filippo Calderoni for their guidance and support. Funded by NSF grants CCF-2447342 and DMS-2348819, as well as the Rutgers Math Department. (Also shout out to Isabel Detherage, the mentor who got me started with spectral graph theory.)
I am a rising junior at the University of California, Berkeley studying Mathematics. Like many, I fell in love with math when I first took a linear algebra course. I generally like graph theory and other discrete math, as well as topology. (The only exception is real analysis as taught by Prof. Charles Pugh. I thoroughly enjoyed his book's challenge problems, especially Ch. 2 #50-51.) I've also tutored high school math for four years and work as a TA for the Berkeley Math Circle; I find it incredibly rewarding and a good practice in math communication.
In my free time, you can find me dancing salsa, knitting, cooking (baking banana bread), doing puzzles, or watching anime. I love music of all sorts, you can see what I'm listening to lately at the bottom of this playlist.
In classic spectral graph theory, finite graphs are represented as matrices; in turn, the eigenvalues of these matrices reveal combinatorial properties of these graphs.
The goal of this project is to extend several techniques from the spectral theory of finite graphs to a certain "nice" class of infinite graphs studied in descriptive set theory. We will be interested in particular in proving new bounds on a descriptive combinatorial parameter for infinite directed graphs, where the edge relation need not be symmetric.
Reading: Spielman's Spectral and Algebraic Graph Theory Β§1.1-1.4, Β§4.4, as well as the Introduction to McMullen's notes on ergodic theory.
Attended orientation and met this year's lovely REU cohort. Moved into my office at CoRE 411. Met with Cecelia in-person for the first time, we reviewed the proof of Wilf's Theorem and the construction of a non-Lebesgue-measurable set using the Axiom of Choice (meeting notes). Went to the Busch Student Center for the first time with Cecelia, EsmΓ©, and Sofia A for lunch. Began building this site.
Reading: Kechris's Classical Descriptive Set Theory Β§1, Β§3.A, Β§10-11 and Higgins, Spaas, Tenenbaum's "Spectral Theory for Borel PMP Graphs" (2026) sections 1, 2.
Met with Cecelia Tues morning: We reviewed how the Hoffman (and Wilf) bounds on \(\chi (G) \) were extended to bounded-degree Borel pmp graphs in her recent paper. Cecelia believes this can also be done for Nikiforov's bound; this will be one of my goals for this summer. We defined the adjacency operator \(T_{\mathcal G}:L^2(V) \to L^2(V)\) and proved that it is bounded for \(V = \mathbb R\) (meeting notes).
After the meeting, I presented to my peers a 5 minute overview of my project and its goals and learned about their work in turn (slides). Finished building out my website and uploaded it. On Wednesday, I went with Lucy to the College Ave campus to attend a DIMACS Computational Geometry Week seminar; afterwards, we enjoyed a coffee at Hidden Grounds.
Met with Cecelia Thurs morning: Defined ordinals and discussed the Borel hierarchy constructed through transfinite recursion in Kechris Β§11. Outlined proof of a theorem stating: if \(\mathcal G\) is locally finite and Borel, then \(\chi_B(\mathcal G)\) (the Borel chromatic number) is countable (meeting notes).
Reading: Spielman SAGT Β§19.3, 19.5, 19.6. HST (2026) sections 2, 3.1, 6. Nikiforov's "Chromatic number and spectral radius" (2018).
Met with Cecelia Tues morning: Discussed operator spectra (discrete, continuous, and residual). Bounded + self-adjoint operators on Hilbert spaces have no residual spectrum, moreover their spectra are nonempty compact subsets of \(\mathbb R\). Outlined a proof of the measurable version of Hoffman's bound, \(\chi_\mu(\mathcal G) \ge \left \lceil 1 - \frac{M(T_\mathcal G)}{m(T_\mathcal G)}\right\rceil \) (meeting notes).
Proved a measurable version of Hoffman's bound.
Met with Cecelia Thurs morning: Discussed the proof of Nikiforov's bound and how to potentially generalize it for the measurable case (meeting notes).
Explored the Rutgers gardens and the weekly farmers' market with EsmΓ© and Sofia A. Over the weekend, we also had a chance to visit Princeton thanks to Filippo and his wife Dima Sinapova, who graciously hosted us for a day trip + dinner.
Met with Cecelia and Filippo Mon afternoon: Presented progress on a measurable version of Nikiforov's paper.
Proved a measurable version of Nikiforov's bound, \(\chi_\mu(\mathcal G) \ge \left \lceil 1 - \frac{M(T_\mathcal G)}{M(L_\mathcal G) - M(T_\mathcal G)}\right\rceil \). Along the way, found an alternative proof of the measurable Hoffman bound. Thank you to Filippo for hosting a visit to the local Tavern on George, with live jazz music!
Met with Cecelia, Filippo, and Dr. Pieter Spaas Wed morning: Presented proof of approximate measurable Nikiforov's bound.
On Friday, accompanied the Czech students to visit the NYC Museum of Modern Art; got the chance to view works from Frida Kahlo to Andy Warhol.
Reading: Kolotilina's "Inequalities for the extreme eigenvalues of block-partitioned Hermitian matrices with applications to spectral graph theory" (2011). HST (2026) section 4.
Gave a presentation on the history and culture of salsa dancing for Culture Day.
Met with Cecelia and Filippo Tues morning: Discussed next steps and papers to read after concluding work on Nikiforov's bound.
Wrapped up some small results for sharpness re: Nikiforov's bound. Generalized Kolotilina's bound to the measurable case.
Met with Cecelia, Filippo, and Pieter Fri morning: Confirmed results on Nikiforov sharpness and measurable Kolotilina. Outlined a proof of HST Theorem 4.9 generalized to the non-d-regular case.
Reading: Lu, Liu, Tian "Bounds of Laplacian spectrum of graphs based on the domination number" (2005)
The NYC Math REU visited us on Tuesday. I had the chance to get to know some of the participants over lunch, then gave a flash talk about my project + progress so far.
Met with Filippo Wed morning: Received comments on preliminary draft of paper and LaTeX tips. (Apparently I write LaTeX like a boomer.)
Finished transferring my work to Overleaf, cleaning up the formatting to be consistent across results. Made corrections according to Filippo's feedback. Worked on generalizing the measurable version of Kolotilina (3), i.e. the tight case for the Nikiforov bound.
Thanks to the math + physics librarians for lending us these!
Puzzle 1: The Fish.
Date: 5/29/26. Time: 19 mins, 53 s. Difficulty: 6/10, mostly becuse the pieces kept coming apart easily. Contributors: Doorva, Sofia.
Puzzle 2: The Newsstand.
Date: 6/03/26. Time: 3 hrs, 30 mins. Difficulty: 7/10, good mix of unique pieces but generally abiding by the jigsaw grid. Contributors: Doorva, Sofia, Allison.
Puzzle 3: The Tennis Club.
Date: 6/03/26. Time: 3 hrs, 22 mins. Difficulty: 8/10, lots of similar textured greens and pieces were loose. Contributors: Doorva, Lucy, Allison, Nicole, Sofia.
Puzzle 4: The Simpsons.
Date: 6/24/26. Time: 4hrs minimum (did not record). Difficulty: 8/10, missing 6 pieces!!! πΏ. Contributors: Doorva, Allison, Sofia.
Puzzle 5: The Broadway Musicals.
Date: 6/29/26. Time: 3hr + (did not record). Difficulty: 5/10, big pieces with lots of vibrant detail, fit tightly. Came with an extra paper piece! Contributors: Doorva, Lucy, Sofia A, Alejandro, Sofia.
Puzzle 5: The Ballerinas.
Date: 6/29/26. Time: 3hr + . Difficulty: 9/10, lots of similar colors, but not true to the box color and didn't fit well. Contributors: Doorva, Alejandro, Sofia.
5/28 Szechwan Ichiban: 4/10. Meh but what did I expect with Asian fusion.
5/29 The Baked Bear: 7.5/10. Good cookies and ice cream, but a bit sweet. Mostly a let down since it got rave reviews.
6/01 Utepia: 5/10. Boba and grass jelly were solid, but my jasmine milk tea just tasted like milk.
6/03 Hidden Grounds: 9/10. Chai was nice and strong (almost as good as Elaichi back home). Chicken tikka sandwich was mindblowing.
6/05 Wonton Guy: 7/10. Yummy soup but maybe not the right weather for it. Also I added too much chili oil and burned my lips off.
6/05 Mango Mango: 8/10. Mango sago was light + refreshing. A little overpriced.
6/06 Merey Venezuelan Cuisine: 9.5/10. I love plantains yum.
6/08 Meet Fresh: 9/10. Grass jelly!! The taste of home π₯°.
6/12 Ramen Nagomi: 10/10. Rich tonkotsu broth and perfectly cooked noodles. I finished the whole bowl π€€.
6/14 Dashen Ethiopian: 8/10. Yummy meat combo, best dish was the yebeg alicha.
6/16 Tavern on George: 8.5/10. Solid bar food. Standout was the meat in the korean bbq taco: juicy yet with crispy edges.
6/24 Laila's Sweets: 6.8/10. Chocolate milkshake was standard.
6/25 Sweet Dip: 5/10. Maybe it was because the waffle machine had just broken, but it came out overly crispy. Also I wanted the chocolate sauce to be darker.