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POPL 2021
(
series
) /
LAFI 2021 (
series
) /
LAFI 2021
/
Decomposing reverse-mode automatic differentiation
Who
Roy Frostig
,
Matthew J. Johnson
,
Dougal Maclaurin
,
Adam Paszke
,
Alexey Radul
Track
LAFI 2021
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When
Sun 17 Jan 2021 18:51 - 19:04 at
LAFI
-
Session 2
Chair(s):
Dougal Maclaurin
File attachments
abstract (
lafi21-decomposing.pdf
)
135KiB
slides (
lafi21-slides.pdf
)
268KiB
Roy Frostig
Google Research
Matthew J. Johnson
Google Brain
United States
Dougal Maclaurin
Google Research
Adam Paszke
Google Research
Poland
Alexey Radul
Google Research
Program Display Configuration
Time Zone
The program is currently displayed in
(GMT+01:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna
.
Use conference time zone: (GMT+01:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna
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(GMT-10:00) Hawaii-Aleutian
(GMT-10:00) Hawaii
(GMT-09:30) Marquesas Islands
(GMT-09:00) Gambier Islands
(GMT-09:00) Alaska
(GMT-08:00) Tijuana, Baja California
(GMT-08:00) Pitcairn Islands
(GMT-08:00) Pacific Time (US & Canada)
(GMT-07:00) Mountain Time (US & Canada)
(GMT-07:00) Chihuahua, La Paz, Mazatlan
(GMT-07:00) Arizona
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(GMT-05:00) Guadalajara, Mexico City, Monterrey
(GMT-05:00) Easter Island
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(GMT-03:00) Buenos Aires
(GMT-03:00) Brasilia, Distrito Federal, Brazil
(GMT-02:00) Mid-Atlantic
(GMT-01:00) Cape Verde Is.
(GMT-01:00) Azores
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(GMT) Belfast
(GMT) Dublin
(GMT) Lisbon
(GMT) London
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(GMT+01:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna
(GMT+01:00) Belgrade, Bratislava, Budapest, Ljubljana, Prague
(GMT+01:00) Brussels, Copenhagen, Madrid, Paris
(GMT+01:00) West Central Africa
(GMT+02:00) Windhoek
(GMT+02:00) Athens
(GMT+02:00) Beirut
(GMT+02:00) Cairo
(GMT+02:00) Gaza
(GMT+02:00) Harare, Pretoria
(GMT+02:00) Jerusalem
(GMT+03:00) Minsk
(GMT+02:00) Syria
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(GMT+09:30) Darwin
(GMT+10:00) Brisbane
(GMT+11:00) Hobart
(GMT+10:00) Vladivostok
(GMT+11:00) Lord Howe Island
(GMT+11:00) Solomon Is., New Caledonia
(GMT+11:00) Magadan
(GMT+12:00) Norfolk Island
(GMT+12:00) Anadyr, Kamchatka
(GMT+13:00) Auckland, Wellington
(GMT+12:00) Fiji, Kamchatka, Marshall Is.
(GMT+13:45) Chatham Islands
(GMT+13:00) Nuku'alofa
(GMT+14:00) Kiritimati
The GMT offsets shown reflect the offsets
at the moment of the conference
.
Time Band
By setting a time band, the program will dim events that are outside this time window. This is useful for (virtual) conferences with a continuous program (with repeated sessions).
The time band will also limit the events that are included in the personal iCalendar subscription service.
Display full program
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Save
Session Program
Sun 17 Jan
Displayed time zone:
Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna
change
18:00 - 19:30
Session 2
LAFI
at
LAFI
Chair(s):
Dougal Maclaurin
Google Research
18:00
12m
Talk
Enzyme: High-Performance Automatic Differentiation of LLVM
LAFI
William S. Moses
Massachusetts Institute of Technology
,
Valentin Churavy
MIT CSAIL
18:12
12m
Talk
Parametric Inversion of Non-Invertible Programs
LAFI
Zenna Tavares
Massachusetts Institute of Technology
,
Javier Burroni
University of Massachusetts Amherst
,
Edgar Minasyan
Princeton University
,
David Morejon
Massachusetts Institute of Technology
,
Armando Solar-Lezama
Massachusetts Institute of Technology
File Attached
18:25
12m
Talk
Bayesian Neural Ordinary Differential Equations
LAFI
Raj Dandekar
MIT
,
Vaibhav Dixit
Julia Computing
,
Mohamed Tarek
UNSW Canberra, Australia
,
Aslan Garcia Valadez
National Autonomous University of Mexico
,
Chris Rackauckas
MIT
Pre-print
Media Attached
File Attached
18:38
12m
Talk
On the Automatic Derivation of Importance Samplers from Pairs of Probabilistic Programs
LAFI
Alexander K. Lew
Massachusetts Institute of Technology, USA
,
Ben Sherman
,
Marco Cusumano-Towner
MIT-CSAIL
,
Michael Carbin
Massachusetts Institute of Technology
,
Vikash K. Mansinghka
MIT
Media Attached
18:51
12m
Talk
Decomposing reverse-mode automatic differentiation
LAFI
Roy Frostig
Google Research
,
Matthew J. Johnson
Google Brain
,
Dougal Maclaurin
Google Research
,
Adam Paszke
Google Research
,
Alexey Radul
Google Research
File Attached
19:04
12m
Talk
Genify.jl: Transforming Julia into Gen to enable programmable inference
LAFI
Tan Zhi-Xuan
Massachusetts Institute of Technology
,
McCoy R. Becker
Charles River Analytics
,
Vikash K. Mansinghka
MIT
Media Attached
File Attached
19:17
12m
Talk
Probabilistic Inference Using Generators: the Statues Algorithm
LAFI
Pierre Denis
independent scholar
Link to publication
DOI
Pre-print
Media Attached
File Attached
x
Wed 13 Nov 13:42