Workshops

CBMM Education Workshop: Brains, Minds, and Machines

May 24, 2018 - 9:00 am
Venue:  Wellesley College, Pendleton East, Room PNE-339

The study of intelligence draws upon background in a range of disciplines that include computer science, neuroscience, and cognitive science. This one-day workshop brings together educators from colleges and universities that are Broadening Participation Partners of the Center for Brains, Minds, and Machines (CBMM), to share ideas and discuss future directions for undergraduate education in the Science and Engineering of Intelligence.

The workshop will feature invited talks on interdisciplinary courses and online tools to support research and education, and open discussions on academic training in the field and the development of a CBMM Science of Intelligence Learning Hub and other online learning resources.

See more information on the workshop website - http://cs.wellesley.edu/~vision/workshop.html

Organizer:  Ellen Hildreth Daniel Zysman Organizer Email:  ehildreth@wellesley.edu

AFNI Training Bootcamp

May 28, 2018 - 9:00 am
Venue:  MIT Building 46-1015 Address:  43 Vassar St. Cambridge, MA 02139

CBMM will be hosting a week long AFNI Training Bootcamp, on the MIT campus, from May 28th through June 1st, 2018.
A team of NIH Trainers will be leading this Bootcamp.
Attendance is free of charge. Registration is required, see link to bootcamp website included below.

What AFNI Is:

AFNI is a set of C programs for processing, analyzing, and displaying anatomical and functional MRI (FMRI) data - techniques for non-invasive mapping of human brain structure and activity. The suite also contains tools for functional and anatomical (diffusion MRI) connectivity analyses. It runs on Unix+X11+Motif systems, including SGI, Solaris, Linux, and Mac OS X. It is available free (in C source code format, and some precompiled binaries) for research purposes.

For links to registration and more information see the workshop website: https://cbmm.mit.edu/afni.

Organizer:  Frederico Azevedo Organizer Email:  fazevedo@mit.edu

CBMM Workshop on "Speech Representation, Perception and Recognition"

Feb 2, 2017 - 8:00 am
Venue:  McGovern Institute for Brain Research

The two-day workshop on "Speech representation, perception and recognition" is organized by the NSF-funded, MIT-based, Center for Brains Minds and Machines (CBMM), on February 2-3, 2017 at the McGovern Institute for Brain Research, MIT, Cambridge, MA.

The workshop will feature invited talks from leading speech researchers as well as focused discussion sessions. It will bring together experts in the fields of neuroscience, perception, development, machine learning, automatic speech recognition and speech synthesis. The only goal for the workshop is talks and discussion. 

We aim to focus on the computations and learning involved in human speech understanding and that are required for speech-enabled machines, following the Center's mission to understand intelligence in brains and replicate it in machines. 

Registration is open through RSVP.   

Please visit the workshop mini-page for more information - https://cbmm.mit.edu/speech-workshop

Organizer:  Josh McDermott Georgios Evangelopoulos

Deep Learning: Theory, Algorithms and Applications

Jun 10, 2016 - 9:00 am
Venue:  MIT McGovern Institute for Brain Research (MIT Bldg 46) Address:  43 Vassar St. Cambridge, MA 02139 Speaker/s:  See event page for full list of speakers.

The workshop aims at bringing together leading scientists in deep learning and related areas within machine learning, artificial intelligence, mathematics, statistics, and neuroscience. No formal submission is required and participation is by invitation only. Participants are invited to present their recently published work as well as work in progress, and to share their vision and perspectives for the field.

Please see the Workshop Page for more information.

Organizer:  Tomaso Poggio Maximilian Nickel Lorenzo Rosasco

Biophysical principles of brain oscillations and their meaning for information processing

Feb 29, 2016 - 9:45 am
Venue:  Snowbird, UT Address:  9600 Little Cottonwood Canyon Rd, Sandy, UT 84092

Organizers: Costas Anastassiou, Gabriel Kreiman and Stephanie Jones 

Oscillatory activities such as theta (~4-8 Hz), alpha (~7-14Hz), beta (~12-30 Hz) or gamma (~30-80 Hz) have been hypothesized to coordinate neural functioning within and across brain areas. Flexible cooperation among local and distant cell assemblies is thought to underlie the efficacy of cortical performance and, as such, is an essential ingredient of cognition. What are the underlying neural mechanisms supporting such oscillations and how do these mechanisms dictate characteristics of rhythmic activity? How do rhythms manifest in terms of recorded signals and associated time series? How are the rhythms correlated with behavior and are they causally important? More specifically, oscillations are typically monitored via extracellular voltage (Ve) recordings (either from an individual location or from multiple locations). Understanding the link between sub-cellular, cellular and circuit dynamics giving rise to Ve-signals expressing such oscillations is paramount towards understanding how the biophysics underlying rhythms ultimately impact behavior. In this workshop we seek to address how the brain elicits oscillations at the cellular and circuit level, how these mechanisms translate to recorded signals, and how such oscillations give rise to high-level functioning.

This topic is very timely as in the last decade or so new technologies such as high-density silicon probes and 2-photon imaging have allowed concurrent monitoring of hundreds or even thousands of neurons in living and behaving animals. As such, we have entered an era where mechanisms of communication within and across brain areas can be interrogated at their cellular level – oscillations and rhythmic activity are a primary candidate for obtaining such network communication. Based on the aforementioned our goal is to organize a workshop bringing together worldwide experts to discuss the origin and function of oscillations given the newest findings and technologies. To the best of our knowledge, there has been no COSYNE-workshop in the past dealing with this subject and, thus, we expect a large audience. Furthermore, we strived to invite speakers of different backgrounds (theoretical, computational and experimental) whose research interests cover a range of scales (micro, meso and macro) and levels of description (bottom-up, top-down, etc.) We firmly believe that this workshop will be an important contribution and of interest to participants of a range of backgrounds interested to find out about brain oscillations and associated signals but also mechanisms of communication useful to the brain, in general.

Oscillatory activities such as theta (~4-8 Hz), alpha (~7-14Hz), beta (~12-30 Hz) or gamma (~30-80 Hz) have been hypothesized to coordinate neural functioning within and across brain areas. Flexible cooperation among local and distant cell assemblies is thought to underlie the efficacy of cortical performance and, as such, is an essential ingredient of cognition. What are the underlying neural mechanisms supporting such oscillations and how do these mechanisms dictate characteristics of rhythmic activity? How do rhythms manifest in terms of recorded signals and associated time series? How are the rhythms correlated with behavior and are they causally important? More specifically, oscillations are typically monitored via extracellular voltage (Ve) recordings (either from an individual location or from multiple locations). Understanding the link between sub-cellular, cellular and circuit dynamics giving rise to Ve-signals expressing such oscillations is paramount towards understanding how the biophysics underlying rhythms ultimately impact behavior. In this workshop we seek to address how the brain elicits oscillations at the cellular and circuit level, how these mechanisms translate to recorded signals, and how such oscillations give rise to high-level functioning.
This topic is very timely as in the last decade or so new technologies such as high-density silicon probes and 2-photon imaging have allowed concurrent monitoring of hundreds or even thousands of neurons in living and behaving animals. As such, we have entered an era where mechanisms of communication within and across brain areas can be interrogated at their cellular level – oscillations and rhythmic activity are a primary candidate for obtaining such network communication. Based on the aforementioned our goal is to organize a workshop bringing together worldwide experts to discuss the origin and function of oscillations given the newest findings and technologies. To the best of our knowledge, there has been no COSYNE-workshop in the past dealing with this subject and, thus, we expect a large audience. Furthermore, we strived to invite speakers of different backgrounds (theoretical, computational and experimental) whose research interests cover a range of scales (micro, meso and macro) and levels of description (bottom-up, top-down, etc.) We firmly believe that this workshop will be an important contribution and of interest to participants of a range of backgrounds interested to find out about brain oscillations and associated signals but also mechanisms of communication useful to the brain, in general. - See more at: http://klab.tch.harvard.edu/academia/conferences/Cosyne_Workshop_2016.ht...
Oscillatory activities such as theta (~4-8 Hz), alpha (~7-14Hz), beta (~12-30 Hz) or gamma (~30-80 Hz) have been hypothesized to coordinate neural functioning within and across brain areas. Flexible cooperation among local and distant cell assemblies is thought to underlie the efficacy of cortical performance and, as such, is an essential ingredient of cognition. What are the underlying neural mechanisms supporting such oscillations and how do these mechanisms dictate characteristics of rhythmic activity? How do rhythms manifest in terms of recorded signals and associated time series? How are the rhythms correlated with behavior and are they causally important? More specifically, oscillations are typically monitored via extracellular voltage (Ve) recordings (either from an individual location or from multiple locations). Understanding the link between sub-cellular, cellular and circuit dynamics giving rise to Ve-signals expressing such oscillations is paramount towards understanding how the biophysics underlying rhythms ultimately impact behavior. In this workshop we seek to address how the brain elicits oscillations at the cellular and circuit level, how these mechanisms translate to recorded signals, and how such oscillations give rise to high-level functioning.
This topic is very timely as in the last decade or so new technologies such as high-density silicon probes and 2-photon imaging have allowed concurrent monitoring of hundreds or even thousands of neurons in living and behaving animals. As such, we have entered an era where mechanisms of communication within and across brain areas can be interrogated at their cellular level – oscillations and rhythmic activity are a primary candidate for obtaining such network communication. Based on the aforementioned our goal is to organize a workshop bringing together worldwide experts to discuss the origin and function of oscillations given the newest findings and technologies. To the best of our knowledge, there has been no COSYNE-workshop in the past dealing with this subject and, thus, we expect a large audience. Furthermore, we strived to invite speakers of different backgrounds (theoretical, computational and experimental) whose research interests cover a range of scales (micro, meso and macro) and levels of description (bottom-up, top-down, etc.) We firmly believe that this workshop will be an important contribution and of interest to participants of a range of backgrounds interested to find out about brain oscillations and associated signals but also mechanisms of communication useful to the brain, in general. - See more at: http://klab.tch.harvard.edu/academia/conferences/Cosyne_Workshop_2016.ht...

Host Workshop Website

CBMM Workshop Website

MIT IAP 2016: The Science and Engineering of Intelligence: A Bridge Across Vassar Street.

Jan 15, 2016 - 10:00 am
Venue:  MIT Singleton Auditorium (46-3002) Address:  43 Vassar St., Cambridge MA 02139 3rd Floor, MIT Bldg 46., Singleton Auditrium Room 46-3002 Speaker/s:  Tomaso Poggio

Neuroscience has made huge advances in the last few years. We now know more about how the brain works than we have ever known before. Likewise, Computer  Science and Artificial Intelligence have made enormous steps forward and have become part of our every-day lives. The interaction between Neuroscience and Computer Science has driven some of the most recent advances in Artificial Intelligence and this interaction  has become a critical stepping stone for AI research. We have assembled a stellar list of speakers at the intersection of Neuroscience and AI from both sides of Vassar Street who will give an account of how this multi-disciplinary interaction affects their work.

Location:
46-3002 (Singleton Auditorium)  | IAP Activity Page  | Information Page

Schedule:

10:00-10:15   Opening remarks
10:15-11:00   Bill Freeman
11:00-11:45   Joshua Tenenbaum
11:45-12:15   Coffee break
12:15-01:00   Ed Boyden
01:00-02:15   Lunch break
02:15-03:00   Nancy Kanwisher
03:00-03:45   Feng Zhang
03:45-04:15   Coffee break
04:15-05:00   Tomaso Poggio
05:00-06:00   Reception

 

 

Organizer:  Tomaso Poggio

Brains, Minds and Machines Workshop | Sestri Levante

Jun 20, 2016 - 9:00 am
Photo of Sestri Levante, Italy
Venue:  Sestri Levante, Italy
June 20-22, 2016 (Tentative) | Sestri Levante, Italy

The Center for Brains, Minds and Machines, the Italian Institute for Technology, and the Max Planck Institute for Biological Cybernetics are organizing a workshop on the science and engineering of intelligence on June 20-22, 2016 in Sestri Levante, Italy.  For three days -- one day for each of the Brains, Minds, and Machines areas -- we will bring together computer scientists/roboticists, cognitive scientists, and neuroscientists to share and discuss advances in integrated, multimodal approaches to the study of human intelligence.

Organizers: Boris Katz (MIT), Giorgio Metta (Istituto Italiano di Tecnologia) and Lorenzo Rosasco (University of Genova)

Local Organizer: Fabio Anselmi (Istituto Italiano di Tecnologia)

Steering Committee: Tomaso Poggio (MIT), Heinrich H. Bülthoff (Max Planck), Tony Prescott (University of Sheffield), Josh Tenenbaum (MIT)
 

Workshop website: http://cbmm.mit.edu/bmm-workshop-sestri

 

Organizer:  Boris Katz Giorgo Metta

NIPS 2015 Workshop on Black Box Learning and Inference

Dec 12, 2015 - 8:30 am
Image for NIPS 2015 Workshop on Black Box Learning and Inference
Venue:  Palais des congrès de Montréal, Montreal, Canada Address:  1001 Place Jean-Paul-Riopelle, Montréal, QC H2Z 1H5, Canada

Prof. Joshua Tenenbaum (CBMM Research Thrust Leader) and Tejas Kulkarni (CBMM Siemens Graduate Fellow) are helping to organize the NIPS 2015 Workshop on Black Box Learning and Inference.

 

Overview

Probabilistic models have traditionally co-evolved with tailored algorithms for efficient learning and inference. One of the exciting developments of recent years has been the resurgence of black box methods, which make relatively few assumptions about the model structure, allowing application to broader model families.

In probabilistic programming systems, black box methods have greatly improved the capabilities of inference back ends. Similarly, the design of connectionist models has been simplified by the development of black box frameworks for training arbitrary architectures. These innovations open up opportunities to design new classes of models that smoothly negotiate the transition from low-level features of the data to high-level structured representations that are interpretable and generalize well across examples.

This workshop brings together developers of black box inference technologies, probabilistic programming systems, and connectionist computing frameworks. The goal is to formulate a shared understanding of how black box methods can enable advances in the design of intelligent learning systems. Topics of discussion will include:

  • Black box techniques for gradient ascent, variational inference, Markov chain- and sequential Monte Carlo.
  • Implementation of black box techniques in probabilistic programming systems and computing frameworks for connectionist model families.
  • Models that integrate top-down and bottom-up model representations to perform amortized inference: variational autoencoders, deep latent Gaussian models, restricted Boltzmann machines, neural network based proposals in MCMC.
  • Applications to vision, speech, reinforcement learning, motor control, language learning.

Keynote talks

  • Josh Tenenbaum
  • Geoff Hinton

Research talks

  • Durk Kingma
  • Alp Kucukelbir
  • Jan-Willem van de Meent

Systems spotlights

  • Koray Kavukcuoglu (Torch)
  • Alp Kucukelbir (Stan)
  • Yi Wu (BLOG)
  • Avi Pfeffer (Figaro)
  • Vikash Mansinghka (Venture)
  • Tejas Kulkarni (Picture)

Organizers

News Link: http://www.blackboxworkshop.org/

Organizer:  Joshua Tenenbaum Tejas Dattatraya Kulkarni

NIPS 2015 Workshop on Bounded Optimality and Rational Metareasoning

Dec 11, 2015 - 8:30 am
Nips
Venue:  Palais des congrès de Montréal, Montreal, Canada Address:  Montreal Convention Center, Room 512bf 1001 Place Jean-Paul-Riopelle, Montréal, QC H2Z 1H5, Canada

Prof. Sam Gershman (CBMM, Harvard) and Prof Noah Goodman (CBMM, Stanford)

We are pleased to announce a NIPS workshop on Bounded Optimality and Rational Metareasoning, which will take place on December 11, 2015, in Montreal, Canada.

This workshop brings together computer scientists working on bounded optimality and metareasoning with psychologists and neuroscientists reverse-engineering the computational principles that make the human brain incredibly resource-efficient. The goal of this workshop is to synthesize these different perspectives on bounded optimality, to promote interdisciplinary interactions and cross-fertilization, and to identify directions for future research.

Tentative schedule: https://sites.google.com/site/boundedoptimalityworkshop/home 

Organizer:  Samuel Gershman Noah Goodman

Workshop: A Turing++ Question: Who is there?

Sep 3, 2015 - 3:30 pm
Venue:  MIT McGovern Institute for Brain Research (MIT Bldg 46) Speaker/s:  Tomaso Poggio

The Center for Brains Minds and Machines (CBMM) is organizing a workshop on "Understanding Face Recognition: neuroscience, psychophysics and computation" from 3:30pm on September 3rd to 1pm on September 5th, 2015, at MIT in Cambridge. Attendance to workshop is by invitation only.

At the workshop we plan to present the first of the Turing++ Questions , see the CBMM Turing++ Questions.  The focus of the workshop will be on face recognition -- the answer to the question: who is there?  Because our aim is to understand the brain and to replicate human intelligence, we will present computational models of face recognition in the primate brain and evaluate them in terms of human behavior and primate physiology, including fMRI, MEG and single units recordings.  The discussion at the workshop will bring together experts in artificial intelligence, neuroscience, and behavioral sciences. We hope you will be able to participate and contribute to the talks and the discussion.

Visit the Face ID Challenge mini site for more information

Organizer:  Tomaso Poggio Ethan Meyers

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