Philip Pham
I am currently a software engineer at Waymo, where I apply machine learning to motion planning.
Before, I worked in Google Research. My research focused on increasing model capacity and understanding inductive biases of neural networks. Natural language processing (NLP) was the main application area.
Previously at Google, I worked on internal web applications. I studied mathematics at Duke University (B.S.) and University of Pennsylvania (M.A.) and statistics at the University of Washington.
Authored Publications
Google Publications
Other Publications
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ReadTwice: Reading Very Large Documents with Memories
Yury Zemlyanskiy
Joshua Ainslie
Michiel de Jong
Ilya Eckstein
Proceedings of NAACL (2021) (to appear)
Preview abstract
Knowledge-intensive tasks such as question answering often require assimilating information from different sections of large inputs, like books or collections of articles. We propose ReadTwice, a simple and effective approach to combine the advantages of existing approaches that modify Transformers to model long-range dependencies. The main idea is to read smaller segments of the text and summarize them into a memory table to be used in a second read of the text. We show that the model outperforms models of comparable size on several QA datasets and sets the state of the art on the challenging NarrativeQA dataset which asks questions about entire books.
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Long Range Arena : A Benchmark for Efficient Transformers
Yi Tay
Samira Abnar
Yikang Shen
Jinfeng Rao
Sebastian Ruder
ICLR 2021 (to appear)
Preview abstract
Transformers do not scale very well to long sequence lengths largely because of quadratic self-attention complexity. In the recent months, a wide spectrum of efficient, fast Transformers have been proposed to tackle this problem, more often than not claiming superior or comparable performance to vanilla Transformer models. To this date, there is no well-established consensus on how to evaluate this class of models. Moreover, inconsistent benchmarking on a wide spectrum of tasks and datasets makes it difficult to assess relative performance amongst many models. This paper proposes a systematic and unified benchmark, LRA a benchmark specifically focused on evaluating model quality under long-context scenarios. Our benchmark is a suite of tasks consisting of sequences ranging from $1K$ to $16K$ tokens, encompassing a wide range of data types and modalities such as text, natural and synthetic images, and mathematical expressions requiring similarity, structural and visual-spatial reasoning. We systematically evaluate ten well established long-range Transformer models (Reformers, Linformers, Linear Transformers, Sinkhorn Transformers, Performers, Synthesizers, Sparse Transformers and Longformers) on our newly proposed benchmark suite. LRA paves the way towards better understanding this class of efficient Transformer models, facilitates more research in this direction, and presents new challenging tasks to tackle.
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OmniNet: Omnidirectional Representations from Transformers
Yi Tay
Vamsi Aribandi
ICML 2021
Preview abstract
This paper proposes Omnidirectional Representations from Transformers (\textsc{OmniNet}). In OmniNet, instead of maintaing a strictly horizontal receptive field, each token is allowed to attend to all tokens in the entire network. This process can also be interpreted as a form of extreme or intensive attention mechanism that has the receptive field of the entire width and depth of the network. To this end, the omnidirection attention is learned via a meta-learner, which is essentially another self-attention based model. In order to mitigate the computationally expensive costs of full receptive field attention, we leverage efficient self-attention models such as kernel-based \cite{choromanski2020rethinking}, low-rank attention \cite{wang2020linformer} and/or Big Bird \cite{zaheer2020big} as the meta-learner. We conduct extensive experiments on autoregressive language modeling (LM1B, C4), Machine Translation, Long Range Arena (LRA) and Image Recognition, showing that OmniNet not only achieves considerable improvements when equipped with both sequence-based (1D) Transformers but also on image recognition (finetuning and few shot learning) tasks. OmniNet also achieves state-of-the-art performance on LM1B, WMT'14 En-De/En-Fr and Long Range Arena.
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Big Bird: Transformers for Longer Sequences
Guru Prashanth Guruganesh
Avinava Dubey
Joshua Ainslie
Anirudh Ravula
Qifan Wang
NeurIPS (2020)
Preview abstract
Transformers-based models, such as BERT, have been one of the most successful deep learning models for NLP. Unfortunately, one of their core limitations is the quadratic dependency (in terms of memory mainly) on the sequence length due to their full attention mechanism. To remedy this, we propose, \emph{BigBird}, a sparse attention mechanism that reduces this quadratic dependency to linear. We show that \emph{BigBird} is a universal approximator of sequence functions and is Turing complete, thereby preserving these properties of the quadratic, full attention model. Along the way, our theoretical analysis demonstrates the need for having an O(1) global tokens, such as CLS, that attend to the entire sequence as part of the sparse attentions. We show that the proposed sparse attention can handle sequences of length up to 8x of what was previously possible using similar hardware. As a consequence of the capability to handle longer context, \emph{BigBird} drastically improves performance on various NLP tasks such as question answering.
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Fair Hierarchical Clustering
Benjamin Moseley
Marina Knittel
Yuyan Wang
Neurips 2020
Preview abstract
As machine learning has become more and more integrated into our businesses and lifestyles, researchers have begun to recognize the necessity of ensuring machine learning systems are fair. Recently, there has been an interest in defining a notion of fairness that mitigates over-representation in traditional clustering.
In this paper we extend this notion to hierarchical clustering, where the goal is to recursively partition the data to optimize a certain objective~\cite{dasgupta}. For various natural objectives, we obtain simple, efficient algorithms to find a provably good fair hierarchical clustering. Empirically, we show that our algorithms can find a fair hierarchical clustering, surprisingly, with only a negligible loss in the objective.
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Neural Structured Learning in TensorFlow: Hands-On Tutorial at KDD
Chun-Sung Ferng
George Yu
(2020), pp. 3501-3502
Preview abstract
We present Neural Structured Learning (NSL) in TensorFlow, a new learning paradigm to train neural networks by leveraging structured signals in addition to feature inputs. Structure can be explicit as represented by a graph, or implicit, either induced by adversarial perturbation or inferred using techniques like embedding learning. NSL is open-sourced as part of the TensorFlow ecosystem and is widely used in Google across many products and services. In this tutorial, we provide an overview of the NSL framework including various libraries, tools, and APIs as well as demonstrate the practical use of NSL in different applications. The NSL website is hosted at www.tensorflow.org/neural_structured_learning, which includes details about the theoretical foundations of the technology, extensive API documentation, and hands-on tutorials.
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ETC: Encoding Long and Structured Inputs in Transformers
Anirudh Ravula
Joshua Ainslie
Qifan Wang
Vaclav Cvicek
2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020)
Preview abstract
Transformer models have advanced the state of the art in many NLP tasks. In this paper, we present a new Transformer architecture, Extended Transformer Construction (ETC), that addresses two key limitations of existing architectures, namely: scaling input length, and ingesting structured inputs. The main innovation is a new global-local attention mechanism between a global memory and the input tokens, which allows scaling attention to longer inputs. We show that combining global-local attention with relative position encodings and a Contrastive Predictive Coding (CPC) pre-training task allows ETC to naturally handle structured data. We achieve new state-of-the-art results on two natural language datasets requiring long and/or structured inputs.
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The Perils of Balance Testing in Experimental Design: Messy Analyses of Clean Data
Drosophila Muller F Elements Maintain a Distinct Set of Genomic Properties Over 40 Million Years of Evolution
Wilson Leung
Christopher D. Shaffer
Laura K. Reed
Sheryl T. Smith
William Barshop
William Dirkes
Matthew Dothager
Paul Lee
Jeannette Wong
David Xiong
Han Yuan
James E. J. Bedard
Joshua F. Machone
Seantay D. Patterson
Amber L. Price
Bryce A. Turner
Srebrenka Robic
Erin K. Luippold
Shannon R. McCartha
Tezin A. Walji
Chelsea A. Walker
Kenneth Saville
Marita K. Abrams
Andrew R. Armstrong
William Armstrong
Robert J. Bailey
Chelsea R. Barberi
Lauren R. Beck
Amanda L. Blaker
Christopher E. Blunden
Jordan P. Brand
Ethan J. Brock
Dana W. Brooks
Marie Brown
Sarah C. Butzler
Eric M. Clark
Nicole B. Clark
Ashley A. Collins
Rebecca J. Cotteleer
Peterson R. Cullimore
Seth G. Dawson
Carter T. Docking
Sasha L. Dorsett
Grace A. Dougherty
Kaitlyn A. Downey
Andrew P. Drake
Erica K. Earl
Trevor G. Floyd
Joshua D. Forsyth
Jonathan D. Foust
Spencer L. Franchi
James F. Geary
Cynthia K. Hanson
Taylor S. Harding
Cameron B. Harris
Jonathan M. Heckman
Heather L. Holderness
Nicole A. Howey
Dontae A. Jacobs
Elizabeth S. Jewell
Maria Kaisler
Elizabeth A. Karaska
James L. Kehoe
Hannah C. Koaches
Jessica Koehler
Dana Koenig
Alexander J. Kujawski
Jordan E. Kus
Jennifer A. Lammers
Rachel R. Leads
Emily C. Leatherman
Rachel N. Lippert
Gregory S. Messenger
Adam T. Morrow
Victoria Newcomb
Haley J. Plasman
Stephanie J. Potocny
Michelle K. Powers
Rachel M. Reem
Jonathan P. Rennhack
Katherine R. Reynolds
Lyndsey A. Reynolds
Dong K. Rhee
Allyson B. Rivard
Adam J. Ronk
Meghan B. Rooney
Lainey S. Rubin
Luke R. Salbert
Rasleen K. Saluja
Taylor Schauder
Allison R. Schneiter
Robert W. Schulz
Karl E. Smith
Sarah Spencer
Bryant R. Swanson
Melissa A. Tache
Ashley A. Tewilliager
Amanda K. Tilot
Eve VanEck
Matthew M. Villerot
Megan B. Vylonis
David T. Watson
Juliana A. Wurzler
Lauren M. Wysocki
Monica Yalamanchili
Matthew A. Zaborowicz
Julia A. Emerson
Carlos Ortiz
Frederic J. Deuschle
Lauren A. DiLorenzo
Katie L. Goeller
Christopher R. Macchi
Sarah E. Muller
Brittany D. Pasierb
Joseph E. Sable
Jessica M. Tucci
Marykathryn Tynon
David A. Dunbar
Levent H. Beken
Alaina C. Conturso
Benjamin L. Danner
Gabriella A. DeMichele
Justin A. Gonzales
Maureen S. Hammond
Colleen V. Kelley
Elisabeth A. Kelly
Danielle Kulich
Catherine M. Mageeney
Nikie L. McCabe
Alyssa M. Newman
Lindsay A. Spaeder
Richard A. Tumminello
Dennis Revie
Jonathon M. Benson
Michael C. Cristostomo
Paolo A. DaSilva
Katherine S. Harker
Jenifer N. Jarrell
Luis A. Jimenez
Brandon M. Katz
William R. Kennedy
Kimberly S. Kolibas
Mark T. LeBlanc
Trung T. Nguyen
Daniel S. Nicolas
Melissa D. Patao
Shane M. Patao
Bryan J. Rupley
Bridget J. Sessions
Jennifer A. Weaver
Anya L. Goodman
Erica L. Alvendia
Shana M. Baldassari
Ashley S. Brown
Ian O. Chase
Maida Chen
Scott Chiang
Avery B. Cromwell
Ashley F. Custer
Tia M. DiTommaso
Jad El-Adaimi
Nora C. Goscinski
Ryan A. Grove
Nestor Gutierrez
Raechel S. Harnoto
Heather Hedeen
Emily L. Hong
Barbara L. Hopkins
Vilma F. Huerta
Colin Khoshabian
Kristin M. LaForge
Cassidy T. Lee
Benjamin M. Lewis
Anniken M. Lydon
Brian J. Maniaci
Ryan D. Mitchell
Elaine V. Morlock
William M. Morris
Priyanka Naik
Nicole C. Olson
Jeannette M. Osterloh
Marcos A. Perez
Jonathan D. Presley
Matt J. Randazzo
Melanie K. Regan
Franca G. Rossi
Melanie A. Smith
Eugenia A. Soliterman
Ciani J. Sparks
Danny L. Tran
Tiffany Wan
Anne A. Welker
Jeremy N. Wong
Aparna Sreenivasan
Jim Youngblom
Andrew Adams
Justin Alldredge
Ashley Bryant
David Carranza
Alyssa Cifelli
Kevin Coulson
Calise Debow
Noelle Delacruz
Charlene Emerson
Cassandra Farrar
Don Foret
Edgar Garibay
John Gooch
Michelle Heslop
Sukhjit Kaur
Ambreen Khan
Van Kim
Travis Lamb
Peter Lindbeck
Gabi Lucas
Elizabeth Macias
Daniela Martiniuc
Lissett Mayorga
Joseph Medina
Nelson Membreno
Shady Messiah
Lacey Neufeld
San Francisco Nguyen
Zachary Nichols
George Odisho
Daymon Peterson
Laura Rodela
Priscilla Rodriguez
Vanessa Rodriguez
Jorge Ruiz
Will Sherrill
Valeria Silva
Jeri Sparks
Geeta Statton
Ashley Townsend
Isabel Valdez
Mary Waters
Kyle Westphal
Stacey Winkler
Joannee Zumkehr
Randall J. DeJong
Arlene J. Hoogewerf
Cheri M. Ackerman
Isaac O. Armistead
Lara Baatenburg
Matthew J. Borr
Lindsay K. Brouwer
Brandon J. Burkhart
Kelsey T. Bushhouse
Lejla Cesko
Tiffany Y. Y. Choi
Heather Cohen
Amanda M. Damsteegt
Jess M. Darusz
Cory M. Dauphin
Yelena P. Davis
Emily J. Diekema
Melissa Drewry
Michelle E. M. Eisen
Hayley M. Faber
Katherine J. Faber
Elizabeth Feenstra
Isabella T. Felzer-Kim
Brandy L. Hammond
Jesse Hendriksma
Milton R. Herrold
Julia A. Hilbrands
Emily J. Howell
Sarah A. Jelgerhuis
Timothy R. Jelsema
Benjamin K. Johnson
Kelly K. Jones
Anna Kim
Ross D. Kooienga
Erika E. Menyes
Eric A. Nollet
Brittany E. Plescher
Lindsay Rios
Jenny L. Rose
Allison J. Schepers
Geoff Scott
Joshua R. Smith
Allison M. Sterling
Jenna C. Tenney
Chris Uitvlugt
Rachel E. VanDyken
Marielle VanderVennen
Samantha Vue
Nighat P. Kokan
Kwabea Agbley
Sampson K. Boham
Daniel Broomfield
Kayla Chapman
Ali Dobbe
Ian Dobbe
William Harrington
Marwan Ibrahem
Andre Kennedy
Chad A. Koplinsky
Cassandra Kubricky
Danielle Ladzekpo
Claire Pattison
Roman E. Ramirez
Lucia Wande
Sarah Woehlke
Matthew Wawersik
Elizabeth Kiernan
Jeffrey S. Thompson
Roxanne Banker
Justina R. Bartling
Chinmoy I. Bhatiya
Anna L. Boudoures
Lena Christiansen
Daniel S. Fosselman
Kristin M. French
Ishwar S. Gill
Jessen T. Havill
Jaelyn L. Johnson
Lauren J. Keny
John M. Kerber
Bethany M. Klett
Christina N. Kufel
Francis J. May
Jonathan P. Mecoli
Callie R. Merry
Lauren R. Meyer
Emily G. Miller
Gregory J. Mullen
Katherine C. Palozola
Jacob J. Pfeil
Jessica G. Thomas
Evan M. Verbofsky
Eric P. Spana
Anant Agarwalla
Julia Chapman
Ben Chlebina
Insun Chong
I.N. Falk
John D. Fitzgibbons
Harrison Friedman
Osagie Ighile
Andrew J. Kim
Kristin A. Knouse
Faith Kung
Danny Mammo
Chun Leung Ng
Vinayak S. Nikam
Diana Norton
Jessica W. Polk
Shreya Prasad
Helen Rankin
Camille D. Ratliff
Victoria Scala
Nicholas U. Schwartz
Jessica A. Shuen
Amy Xu
Thomas Q. Xu
Yi Zhang
Anne G. Rosenwald
Martin G. Burg
Stephanie J. Adams
Morgan Baker
Bobbi Botsford
Briana Brinkley
Carter Brown
Shadie Emiah
Erica Enoch
Chad Gier
Alyson Greenwell
Lindsay Hoogenboom
Jordan E. Matthews
Mitchell McDonald
Amanda Mercer
Nicholaus Monsma
Kristine Ostby
Alen Ramic
Devon Shallman
Matthew Simon
Eric Spencer
Trisha Tomkins
Pete Wendland
Anna Wylie
Michael J. Wolyniak
Gregory M. Robertson
Samuel I. Smith
Justin R. DiAngelo
Eric D. Sassu
Satish C. Bhalla
Karim A. Sharif
Tenzin Choeying
Jason S. Macias
Fareed Sanusi
Karvyn Torchon
April E. Bednarski
Consuelo J. Alvarez
Kristen C. Davis
Carrie A. Dunham
Alaina J. Grantham
Amber N. Hare
Jennifer Schottler
Zackary W. Scott
Gary A. Kuleck
Nicole S. Yu
Marian M. Kaehler
Jacob Jipp
Paul J. Overvoorde
Elizabeth Shoop
Olivia Cyrankowski
Betsy Hoover
Matt Kusner
Devry Lin
Tijana Martinov
Jonathan Misch
Garrett Salzman
Holly Schiedermayer
Michael Snavely
Stephanie Zarrasola
Susan Parrish
Atlee Baker
Alissa Beckett
Carissa Belella
Julie Bryant
Turner Conrad
Adam Fearnow
Carolina Gomez
Robert A. Herbstsomer
Sarah Hirsch
Christen Johnson
Melissa Jones
Rita Kabaso
Eric Lemmon
Carolina Marques dos Santos Vieira
Darryl McFarland
Christopher McLaughlin
Abbie Morgan
Sepo Musokotwane
William Neutzling
Jana Nietmann
Christina Paluskievicz
Jessica Penn
Emily Peoples
Caitlin Pozmanter
Emily Reed
Nichole Rigby
Lasse Schmidt
Micah Shelton
Rebecca Shuford
Tiara Tirasawasdichai
Blair Undem
Damian Urick
Kayla Vondy
Bryan Yarrington
Todd T. Eckdahl
Jeffrey L. Poet
Alica B. Allen
John E. Anderson
Jason M. Barnett
Jordan S. Baumgardner
Adam D. Brown
Jordan E. Carney
Ramiro A. Chavez
Shelbi L. Christgen
Jordan S. Christie
Andrea N. Clary
Michel A. Conn
Kristen M. Cooper
Matt J. Crowley
Samuel T. Crowley
Jennifer S. Doty
Brian A. Dow
Curtis R. Edwards
Darcie D. Elder
John P. Fanning
Bridget M. Janssen
Anthony K. Lambright
Curtiss E. Lane
Austin B. Limle
Tammy Mazur
Marly R. McCracken
Alexa M. McDonough
Amy D. Melton
Phillip J. Minnick
Adam E. Musick
William H. Newhart
Joseph W. Noynaert
Bradley J. Ogden
Michael W. Sandusky
Samantha M. Schmuecker
Anna L. Shipman
Anna L. Smith
Kristen M. Thomsen
Matthew R. Unzicker
William B. Vernon
Wesley W. Winn
Dustin S. Woyski
Xiao Zhu
Chunguang Du
Caitlin Ament
Soham Aso
Laura Simone Bisogno
Jason Caronna
Nadezhda Fefelova
Lenin Lopez
Lorraine Malkowitz
Jonathan Marra
Daniella Menillo
Ifeanyi Obiorah
Eric Nyabeta Onsarigo
Shekerah Primus
Mahdi Soos
Archana Tare
Ameer Zidan
Christopher J. Jones
Todd Aronhalt
James M. Bellush
Christa Burke
Steve DeFazio
Benjamin R. Does
Todd D. Johnson
Nicholas Keysock
Nelson H. Knudsen
James Messler
Kevin Myirski
Jade Lea Rekai
Ryan Michael Rempe
Michael S. Salgado
Erica Stagaard
Justin R. Starcher
Andrew W. Waggoner
Anastasia K. Yemelyanova
Amy T. Hark
Anne Bertolet
Cyrus E. Kuschner
Kesley Parry
Michael Quach
Lindsey Shantzer
Mary E. Shaw
Mary A. Smith
Omolara Glenn
Portia Mason
Charlotte Williams
S. Catherine Silver Key
Tyneshia C. P. Henry
Ashlee G. Johnson
Jackie X. White
Adam Haberman
Sam Asinof
Kelly Drumm
Trip Freeburg
Nadia Safa
Darrin Schultz
Yakov Shevin
Petros Svoronos
Tam Vuong
Jules Wellinghoff
Laura L. M. Hoopes
Kim M. Chau
Alyssa Ward
E. Gloria C. Regisford
LaJerald Augustine
Brionna Davis-Reyes
Vivienne Echendu
Jasmine Hales
Sharon Ibarra
Lauriaun Johnson
Steven Ovu
John M. Braverman
Thomas J. Bahr
Nicole M. Caesar
Christopher Campana
Daniel W. Cassidy
Peter A. Cognetti
Johnathan D. English
Matthew C. Fadus
Cameron N. Fick
Philip J. Freda
Bryan M. Hennessy
Kelsey Hockenberger
Jennifer K. Jones
Jessica E. King
Christopher R. Knob
Karen J. Kraftmann
Linghui Li
Lena N. Lupey
Carl J. Minniti
Thomas F. Minton
Joseph V. Moran
Krishna Mudumbi
Elizabeth C. Nordman
William J. Puetz
Lauren M. Robinson
Thomas J. Rose
Edward P. Sweeney
Ashley S. Timko
Don W. Paetkau
Heather L. Eisler
Megan E. Aldrup
Jessica M. Bodenberg
Mara G. Cole
Kelly M. Deranek
Megan DeShetler
Rose M. Dowd
Alexandra K. Eckardt
Sharon C. Ehret
Jessica Fese
Amanda D. Garrett
Anna Kammrath
Michelle L. Kappes
Morgan R. Light
Anne C. Meier
Allison O’Rouke
Mallory Perella
Kimberley Ramsey
Jennifer R. Ramthun
Mary T. Reilly
Deirdre Robinett
Nadine L. Rossi
Mary Grace Schueler
Emma Shoemaker
Kristin M. Starkey
Ashley Vetor
Abby Vrable
Vidya Chandrasekaran
Christopher Beck
Kristen R. Hatfield
Douglas A. Herrick
Christopher B. Khoury
Charlotte Lea
Christopher A. Louie
Shannon M. Lowell
Thomas J. Reynolds
Jeanine Schibler
Alexandra H. Scoma
Maxwell T. Smith-Gee
Sarah Tuberty
Christopher D. Smith
Jane E. Lopilato
Jeanette Hauke
Jennifer A. Roecklein-Canfield
Maureen Corrielus
Hannah Gilman
Stephanie Intriago
Amanda Maffa
Sabya A. Rauf
Katrina Thistle
Melissa Trieu
Jenifer Winters
Bib Yang
Charles R. Hauser
Tariq Abusheikh
Yara Ashrawi
Pedro Benitez
Lauren R. Boudreaux
Megan Bourland
Miranda Chavez
Samantha Cruz
GiNell Elliott
Jesse R. Farek
Sarah Flohr
Amanda H. Flores
Chelsey Friedrichs
Zach Fusco
Zane Goodwin
Eric Helmreich
John Kiley
John Mark Knepper
Christine Langner
Megan Martinez
Carlos Mendoza
Monal Naik
Andrea Ochoa
Nicolas Ragland
England Raimey
Sunil Rathore
Evangelina Reza
Griffin Sadovsky
Marie-Isabelle B. Seydoux
Jonathan E. Smith
Anna K. Unruh
Vicente Velasquez
Matthew W. Wolski
Yuying Gosser
Shubha Govind
Nicole Clarke-Medley
Leslie Guadron
Dawn Lau
Alvin Lu
Cheryl Mazzeo
Mariam Meghdari
Simon Ng
Brad Pamnani
Olivia Plante
Yuki Kwan Wa Shum
Roy Song
Diana E. Johnson
Mai Abdelnabi
Alexi Archambault
Norma Chamma
Shailly Gaur
Deborah Hammett
Adrese Kandahari
Guzal Khayrullina
Sonali Kumar
Samantha Lawrence
Nigel Madden
Max Mandelbaum
Heather Milnthorp
Shiv Mohini
Roshni Patel
Sarah J. Peacock
Emily Perling
Amber Quintana
Michael Rahimi
Kristen Ramirez
Rishi Singhal
Corinne Weeks
Tiffany Wong
Aubree T. Gillis
Zachary D. Moore
Christopher D. Savell
Reece Watson
Stephanie F. Mel
Arjun A. Anilkumar
Paul Bilinski
Rostislav Castillo
Michael Closser
Nathalia M. Cruz
Tiffany Dai
Giancarlo F. Garbagnati
Lanor S. Horton
Dongyeon Kim
Joyce H. Lau
James Z. Liu
Sandy D. Mach
Thu A. Phan
Yi Ren
Kenneth E. Stapleton
Jean M. Strelitz
Ray Sunjed
Joyce Stamm
Morgan C. Anderson
Bethany Grace Bonifield
Daniel Coomes
Adam Dillman
Elaine J. Durchholz
Antoinette E. Fafara-Thompson
Meleah J. Gross
Amber M. Gygi
Lesley E. Jackson
Amy Johnson
Zuzana Kocsisova
Joshua L. Manghelli
Kylie McNeil
Michael Murillo
Kierstin L. Naylor
Jessica Neely
Emmy E. Ogawa
Ashley Rich
Anna Rogers
J. Devin Spencer
Kristina M. Stemler
Allison A. Throm
Matt Van Camp
Katie Weihbrecht
T. Aaron Wiles
Mallory A. Williams
Matthew Williams
Kyle Zoll
Cheryl Bailey
Leming Zhou
Darla M. Balthaser
Azita Bashiri
Mindy E. Bower
Kayla A. Florian
Nazanin Ghavam
Elizabeth S. Greiner-Sosanko
Helmet Karim
Victor W. Mullen
Carly E. Pelchen
Paul M. Yenerall
Jiayu Zhang
Michael R. Rubin
Suzette M. Arias-Mejias
Armando G. Bermudez-Capo
Gabriela V. Bernal-Vega
Mariela Colon-Vazquez
Arelys Flores-Vazquez
Mariela Gines-Rosario
Ivan G. Llavona-Cartagena
Javier O. Martinez-Rodriguez
Lionel Ortiz-Fuentes
Eliezer O. Perez-Colomba
Joseph Perez-Otero
Elisandra Rivera
Luke J. Rodriguez-Giron
Arnaldo J. Santiago-Sanabria
Andrea M. Senquiz-Gonzalez
Frank R. Soto delValle
Dorianmarie Vargas-Franco
Karla I. Velázquez-Soto
Joan D. Zambrana-Burgos
Juan Carlos Martinez-Cruzado
Lillyann Asencio-Zayas
Kevin Babilonia-Figueroa
Francis D. Beauchamp-Pérez
Juliana Belén-Rodríguez
Luciann Bracero-Quiñones
Andrea P. Burgos-Bula
Xavier A. Collado-Méndez
Luis R. Colón-Cruz
Ana I. Correa-Muller
Jonathan L. Crooke-Rosado
José M. Cruz-García
Marianna Defendini-Ávila
Francheska M. Delgado-Peraza
Alex J. Feliciano-Cancela
Valerie M. Gónzalez-Pérez
Wilfried Guiblet
Aldo Heredia-Negrón
Jennifer Hernández-Muñiz
Lourdes N. Irizarry-González
Ángel L. Laboy-Corales
Gabriela A. Llaurador-Caraballo
Frances Marín-Maldonado
Ulises Marrero-Llerena
Héctor A. Martell-Martínez
Idaliz M. Martínez-Traverso
Kiara N. Medina-Ortega
Sonya G. Méndez-Castellanos
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