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POPL 2021
(
series
) /
LAFI 2021 (
series
) /
LAFI 2021
/
On the Automatic Derivation of Importance Samplers from Pairs of Probabilistic Programs
Who
Alexander K. Lew
,
Ben Sherman
,
Marco Cusumano-Towner
,
Michael Carbin
,
Vikash K. Mansinghka
Track
LAFI 2021
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When
Sun 17 Jan 2021 18:38 - 18:51 at
LAFI
-
Session 2
Chair(s):
Dougal Maclaurin
Alexander K. Lew
Massachusetts Institute of Technology, USA
United States
Ben Sherman
Marco Cusumano-Towner
MIT-CSAIL
Michael Carbin
Massachusetts Institute of Technology
Vikash K. Mansinghka
MIT
On automating the estimation of Radon-Nikodym derivatives for probabilistic programs
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
Select other time zone
(GMT-12:00) AoE (Anywhere On Earth)
(GMT-11:00) Midway Island, Samoa
(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
(GMT-06:00) Saskatchewan, Central America
(GMT-05:00) Guadalajara, Mexico City, Monterrey
(GMT-05:00) Easter Island
(GMT-06:00) Central Time (US & Canada)
(GMT-05:00) Eastern Time (US & Canada)
(GMT-05:00) Cuba
(GMT-05:00) Bogota, Lima, Quito, Rio Branco
(GMT-04:00) Caracas
(GMT-03:00) Santiago
(GMT-04:00) La Paz
(GMT-03:00) Faukland Islands
(GMT-04:00) Manaus, Amazonas, Brazil
(GMT-04:00) Atlantic Time (Goose Bay)
(GMT-04:00) Atlantic Time (Canada)
(GMT-03:30) Newfoundland
(GMT-03:00) UTC-3
(GMT-03:00) Montevideo
(GMT-03:00) Miquelon, St. Pierre
(GMT-03:00) Greenland
(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
(UTC) Coordinated Universal Time
(GMT) Belfast
(GMT) Dublin
(GMT) Lisbon
(GMT) London
(GMT) Monrovia, Reykjavik
(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
(GMT+03:00) Moscow, St. Petersburg, Volgograd
(GMT+03:00) Nairobi
(GMT+03:30) Tehran
(GMT+04:00) Abu Dhabi, Muscat
(GMT+04:00) Yerevan
(GMT+04:30) Kabul
(GMT+05:00) Ekaterinburg
(GMT+05:00) Tashkent
(GMT+05:30) Chennai, Kolkata, Mumbai, New Delhi
(GMT+05:45) Kathmandu
(GMT+06:00) Astana, Dhaka
(GMT+07:00) Novosibirsk
(GMT+06:30) Yangon (Rangoon)
(GMT+07:00) Bangkok, Hanoi, Jakarta
(GMT+07:00) Krasnoyarsk
(GMT+08:00) Beijing, Chongqing, Hong Kong, Urumqi
(GMT+08:00) Irkutsk, Ulaan Bataar
(GMT+08:00) Perth
(GMT+08:45) Eucla
(GMT+09:00) Osaka, Sapporo, Tokyo
(GMT+09:00) Seoul
(GMT+09:00) Yakutsk
(GMT+10:30) Adelaide
(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
Specify a time band
-
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 9 Oct 17:30