- Comp-neuro - lists.cnsorg.org

PhD position, University of Genoa, Italy - 3D shape visual descriptors
by Silvio P. Sabatini 01 Jul '14

01 Jul '14

Applications are invited for one full-time PhD studentship (with scholarship) for a period of 3 years, starting Nov 2014, at “The Physical Structure of Perception and Computation” lab of the Department of Informatics, Bioengineering, Robotics, and System Engineering (DIBRIS), University of Genoa, Italy. The proposed PhD research project will be focused on “Learning compositional visual representation of 3D shapes in vergent geometry”. The goal is to derive a deep architecture for abstracting the statistically relevant information present in the disparity patterns obtained by binocular fixations. Starting from a neuromorphic early representation of 2D binocular disparity, the resulting 3D visual descriptors should be characterized by generalized perceptual constancy. The project will provide the opportunity to work on neural modeling, visual psychophysics, computer vision, or a combination of them. Experimental, modeling, and theoretical approaches might be pursued with a different accent according to personal attitude. Ongoing cooperation, at international level, with research groups of different disciplines, will ensure a highly interdisciplinary and stimulating environment. Successful applicants will have at their disposal state-of-the-art sw and hw, 3D VR-AR experimental set-ups, a high precision 3D laser scanner, a large-scale CPU/GPU-based neuromorphic architecture for joint stereo and motion cortical representation, and an iCub 6dof binocular robot head. Successful applicants would have a good honors degree in bioengineering, computer science, physics or related disciplines, strong interest in computational neuroscience, and an open mind for interdisciplinary research. On-line application will be soon opening (deadline: August 30th, 2014 at 12:00 noon (Italian time/CET)) Prospective students, please contact: Silvio Sabatini (silvio.sabatini(a)unige.it) DIBRIS is a unique inter-school department of the University of Genoa, bridging together researchers from the former Science and Engineering Faculties. It offers an excellent multidisciplinary, interactive and collaborative research environment combining expertise in computer vision, computational neuroscience, neuromorphic computing, robotics and mechatronics. PSPC-Lab (www.pspc.unige.it) has a long-standing expertise in visual coding and multidimensional signal representation, robot perception and computer vision. In the last five years, the lab’s research activity focused on the analysis of the structural mechanisms of visuo-spatial cognition, responsible for orienting and interacting in the 3D space. -- --------------------------------------------------------------------- Silvio P. SABATINI, PhD [PSPC Research Group] Professor of Bioengineering DIBRIS - University of Genova | e_mail:silvio.sabatini@unige.it Via Opera Pia, 11A | phone: +39 010 3532092/3532794 I-16145 Genova (ITALY) | fax: +39 010 3532289/3536533 URL:http://pspc.unige.it --------------------------------------------------------------------- "Imagination is more important than knowledge..." [Albert Einstein]

1 0

PhD position, University of Genoa, Italy – Multidimensional peripersonal space sensing
by Silvio P. Sabatini 01 Jul '14

01 Jul '14

Applications are invited for one full-time PhD studentship (with scholarship) for a period of 3 years, starting Nov 2014, at “The Physical Structure of Perception and Computation” (PSPC) lab of the Department of Informatics, Bioengineering, Robotics, and System Engineering (DIBRIS), University of Genoa, Italy. The proposed PhD research project will be focused on “Representing peripersonal space through sensorimotor likelihoods”. On the ground of the research framework developed in the PSPC lab at DIBRIS (see www.eyeshots.it, [1]), the activity will focus on the design of theoretical models by converting computational approaches from engineering into cortical-like models of implicit representations of the peripersonal space. Such implicit representations, besides advancing experimental predictions about neuronal activity, are expected to drive learning of meaningful interactions with the environment thus achieving fluid multi-dimensional motor control in the presence of multiple sensory channels, and with minimal a priori knowledge. [1] Antonelli M., Gibaldi A., Beuth F., Duran A.J., Canessa A., Chessa M., Solari F., del Pobil A.P., Hamker F., Chinellato E. and Sabatini S.P. (in press) A hierarchical system for a distributed representation of the peripersonal space of a humanoid robot. IEEE Trans. on Autonomous Mental Development. The project will provide the opportunity to work on neural modeling, visual psychophysics, robotics, or a combination of them. Experimental, modeling, and theoretical approaches might be pursued with a different accent according to personal attitude. Ongoing cooperation, at international level, with research groups of different disciplines, will ensure a highly interdisciplinary and stimulating environment. Full details on the call and the application procedure are available at: http://phd.dibris.unige.it/biorob/index.php/how-to-apply Successful applicants would have a good honors degree in bioengineering, computer science, physics or related disciplines, strong interest in computational neuroscience, and an open mind for interdisciplinary research. On-line application will be soon opening (deadline: August 30th, 2014 at 12:00 noon (Italian time/CET)) Prospective students, please contact: Silvio Sabatini (silvio.sabatini(a)unige.it) DIBRIS is a unique inter-school department of the University of Genoa, bridging together researchers from the former Science and Engineering Faculties. It offers an excellent multidisciplinary, interactive and collaborative research environment combining expertise in computer vision, computational neuroscience, neuromorphic computing, robotics and mechatronics. PSPC-Lab (www.pspc.unige.it) has a long-standing expertise in visual coding and multidimensional signal representation, robot perception and computer vision. In the last five years, the lab’s research activity focused on the analysis of the structural mechanisms of visuo-spatial cognition, responsible for orienting and interacting in the 3D space. -- --------------------------------------------------------------------- Silvio P. SABATINI, PhD [PSPC Research Group] Professor of Bioengineering DIBRIS - University of Genova | e_mail:silvio.sabatini@unige.it Via Opera Pia, 11A | phone: +39 010 3532092/3532794 I-16145 Genova (ITALY) | fax: +39 010 3532289/3536533 URL:http://pspc.unige.it --------------------------------------------------------------------- "Imagination is more important than knowledge..." [Albert Einstein]

1 0

Postdoc position in computational neuroscience (University of Leicester, UK)
by Quian Quiroga, Rodrigo (Prof.) 30 Jun '14

30 Jun '14

apologies for multiple postings... Postdoc in computational neuroscience (University of Leicester, UK) Description: Spike sorting is the classification of single neurons from extra-cellular recordings based on their spike shapes. The main focus of your research will be the study and implementation of optimal spike detection and sorting techniques. For this you will study different techniques to improve the spike detection and sorting results and will then implement these advances in a graphic user interface and in batch codes to run in Matlab. Group: Centre for Systems Neuroscience (http://www.le.ac.uk/csn) Visit the University of Leicester job site for more details, input the job reference (SEN00493) and click search. http://www2.le.ac.uk/offices/jobs/opportunities/jobsearch Informal enquiries are welcome and should be made to Sue Atkinson, Research Centre Manager, sam45(a)le.ac.uk<mailto:sam45@le.ac.uk> or 0116 252 3249. Rodrigo Quian Quiroga Centre for Systems Neuroscience University of Leicester www.le.ac.uk/csn

1 0

Postdoctoral position at MIT/Janelia Farm
by Sam Gershman 30 Jun '14

30 Jun '14

The labs of Alla Karpova (HHMI/Janelia Farm), Josh Tenenbaum (MIT) and Sam Gershman (MIT/Harvard) are seeking a postdoctoral fellow to work on a collaborative project studying neural implementation of internal models of the environment in rat medial prefrontal cortex. The goal is to understand the role of prefrontal cortex in inferring the general structure of tasks in hierarchically structured, dynamically changing environments, and the process by which this inference is used to optimize behavior. The fellow will be closely involved in the design of experiments and data analysis, including the development of new behavioral and neural analysis techniques. This position will give the successful candidate an opportunity to develop broad expertise in computational neuroscience, ranging from models of probabilistic inference at behavioral level to decoding behaviorally-relevant parameters from circuit dynamics. The fellow will be based at MIT, but will also spend time at Janelia Farm. Funding is available for 3 years, beginning immediately. We are looking for candidates with a strong mathematical and computational background, ideally with experience in both theoretical neuroscience and probabilistic modeling. Candidates with experimental training in neurophysiology who are interested in developing their computational skills are also encouraged to apply. For more information, please contact Sam Gershman (sjgershm(a)mit.edu) along with a CV and brief cover letter.

1 0

POSTDOCTORAL RESEARCHER IN SYSTEMS NEUROSCIENCE
by Santamaria, Cookie 27 Jun '14

27 Jun '14

POSTDOCTORAL RESEARCHER IN SYSTEMS NEUROSCIENCE The BioCircuits Institute (BCI) and Departments of Physics, Chemistry/Biochemistry, Bioengineering, and Psychology and Neurobiology at the University of California, San Diego invite applications for a postdoctoral position in systems neuroscience, for experiments leading to the neuromorphic engineering of cognitive abilities. The ideal candidate will have experience with in vivo electrophysiology, in awake behaving animals, and desire to apply biologically inspired algorithms to VLSI circuits and systems. Close interaction with other project researchers in computational and theoretical neuroscience, nonlinear dynamical systems, and neuromorphic engineering is involved. We will accept applications immediately and will begin making selections on 1 September 2014, until the position is filled. Appointments are for two years (in one-year increments) with the possibility of a third. Send your statement of qualifications and interest with curriculum vitae, your two most significant publications and three letters of reference to Tim Gentner, Henry Abarbanel, Gert Cauwenberghs, Katja Lindenberg, Mikhail Rabinovich, and Terrence Sejnowski via email to: postdoc.muri[at]gmail.com. A Ph.D. or equivalent doctoral degree is required prior to the appointment. UCSD is an EO/AA employer.

1 0

New Postdoctoral position in computational neuroscience at IIT - Laboratory of Neural Computation, Rovereto, Italy
by Stefano Panzeri 27 Jun '14

27 Jun '14

Dear all I have the opportunity to open a new postdoctoral position in my laboratory (The “Neural Computation” laboratory) at the Centre for Neuroscience and Cognitive Systems in Trento (Italy). The postdoc will work to develop a set of novel information theoretic algorithms for the analysis of simultaneous recordings from large populations of retinal ganglion cells under dynamic natural visual stimulation. The project will be carried out in collaboration with the laboratory of Prof Tim Gollisch (University of Gottingen). Interested applicants should contact Stefano Panzeri ( stefano.panzeri @iit.it ) by email, emailing their CV with the inquiry. The position can be opened very rapidly. Therefore interested candidates are warmly suggested to inquire as soon as possible. For recent reviews about the work carried out by the laboratory of Neural Computation, prospective applicants are invited to consult the following articles: G.T. Einevoll, C. Kayser, N.K. Logothetis and S. Panzeri (2013) Modelling and analysis of local field potential for studying the function of cortical circuits. Nature Reviews Neuroscience, 14:770-785; Panzeri S, Brunel N, Logothetis NK, Kayser C (2010) Neural codes at multiple temporal scales in sensory cortex.Trends in Neuroscience 33: 111-120 Quian Quiroga R, Panzeri S (2009) Extracting information from neuronal populations: information theory and decoding approaches. Nature Reviews Neuroscience 10: 173-185. Regards Stefano Panzeri

1 0

Bernstein Conference 2014 - Early registration ends July 7
by Kerstin Mosch 27 Jun '14

27 Jun '14

*BERNSTEIN CONFERENCE 2014 in Göttingen* Reminder: Early registration deadline: *July 7, 2014* Please register here <http://www.nncn.de/en/bernstein-conference/2014/registration>. We encourage timely booking of accommodation. A list of hotels can be found here <http://www.nncn.de/en/bernstein-conference/2014/venue/accommodation>. **************************************************************************** Satellite Workshops <http://www.nncn.de/en/bernstein-conference/2014/workshops> September 02-03, 2014 Main Conference <http://www.nncn.de/en/bernstein-conference/2014/program-1> September 03-05, 2014 **************************************************************************** The Bernstein Conference has become the largest annual Computational Neuroscience Conference in Europe and now regularly attracts more than 500 international participants. This year, the Conference is organized by the Bernstein Focus Neurotechnology Goettingen and will take place September 03-05, 2014. In addition, there will be a series of pre-conference satellite workshops on September 02-03, 2014. The Bernstein Conference is a single-track conference, covering all aspects of Computational Neuroscience and Neurotechnology, and sessions for poster presentations are an integral part of the conference. The Bernstein conference will also feature a series of satellite workshops on September 02-03, 2014. The goal is to provide an informal forum for the discussion of timely research questions and challenges. For more information on the conference, please visit: http://www.bernstein-conference.de CONFERENCE DATE AND VENUE: Satellite Workshops September 02-03, 2014 Main Conference September 03-05, 2014 Venue: Central Lecture Hall (ZHG), Platz der Goettinger Sieben 5, 37073 Göttingen, Germany PUBLIC PHD STUDENT EVENT: September 02, 2014 PROGRAM COMMITTEE: Ilka Diester, Daniel Durstewitz, Thomas Euler, Alexander Gail, Matthias Kaschube, Jason Kerr, Roland Schaette, Fred Wolf, Florentin Wörgötter, ORGANIZING COMMITTEE: Florentin Wörgötter, Kerstin Mosch, Yvonne Reimann Bernstein Coordination Site (BCOS): Andrea Huber Broesamle, Mareike Kardinal, Kerstin Schwarzwaelder We look forward to seeing you in Goettingen in September! -- Dr. Kerstin Mosch Bernstein Center for Computational Neuroscience (BCCN) Goettingen Bernstein Focus Neurotechnology (BFNT) Goettingen Max Planck Institute for Dynamics and Self-Organization Am Fassberg 17 D-37077 Goettingen Germany T: +49 (0) 551 5176 - 425 E:kerstin@nld.ds.mpg.de I:www.bccn-goettingen.de I:www.bfnt-goettingen.de

1 0

Postdoc Position in Marseille. Neural ensemble computation in the basal ganglia and motor learning
by David Robbe 26 Jun '14

26 Jun '14

A 3yearspostdoctoral position is available starting 1st of September 2014in the group of David Robbeat the Institut de Neurobiologie de la Mediterrannée(INMED) in Marseille, France. The Robbe Lab studies how cell assemblies in the basal ganglia and related cortical structures contribute to motor learning and motor control. For this, we perform large-scale electrophysiological recordings (with silicon probes and large tetrode arrays) combined with optogenetics while rodents are engaged in original motor tasks. Our high-dimensional behavioral and neural data required advanced statistical methods to test hypotheses on the computation performed by the basal ganglia during motor learning and on the respective role of the motor cortex and basal ganglia.The position would suit ahighly motivated candidatewith strong quantitative background.Agood knowledge in motor controlwould be a plus but is not required.While the work will be mainly quantitative, applicants desiring to acquire experimental skills are encouraged to apply. INMED is composed of several internationally renowned groups working on the development, function and pathology of neuronal circuits. The scientific excellence of INMED and its outstanding location at the entrance of the National Park des Calanques provide a rich and stimulating working/living environment The position is part of a 5 years ERC-funded project that will start 1st of September 2014. Applications (short cover, CV, email address of 2 referees) should be sent to david.robbe(a)inserm.fr and will be considered until the position is filled. -- ------------------------------------------------------ David Robbe Neuronal dynamics and functions of the basal ganglia INMED INSERM UMR901 163, avenue de Luminy. BP13 13273 Marseille Cedex 9 France http://www.inmed.univ-mrs.fr/ Tel: +33 4 91 82 81 99 Fax: +33 4 91 82 81 05 -----------------------------------------------------

1 0

Postdoctoral Positions in BCI for enabling shared human-machine autonomy
by Paul Sajda 26 Jun '14

26 Jun '14

The Laboratory for Intelligent Imaging and Neural Computing (LIINC) at Columbia University has immediate openings for two Postdoctoral Research Scientists interested in investigating the use of brain computer interfaces (BCI) for enabling shared human-machine autonomy. This research effort is a joint project with the Army Research Lab (ARL) and will focus specifically on measuring cognitive state of individuals engaged in an image search task in cooperation with a semi-autonomous computer vision system. Successful applicants will have a background in machine learning, exemplar based computer vision systems and brain computer interfaces. An interest and/or background in building mobile systems, Android programming and experimenting with Google Glass is also a plus. A Ph.D. in Engineering, Computer Science or Neuroscience is preferred. One position will be full time at Columbia University and the other will be a shared position which will be half time at Columbia and half time at ARL/Aberdeen MD. The shared postdoctoral position requires US Citizenship. LIINC (liinc.bme.columbia.edu) is in the Department of Biomedical Engineering at Columbia University and interacts closely with other departments at Columbia, including Electrical Engineering, Biological Sciences, Computer Science and Neuroscience. We are also a member lab of the newly formed Center for Neural Engineering and Computation (CNEC) at Columbia University (cnec.columbia.edu) as well as the Institute for Data Sciences and Engineering (idse.columbia.edu) Additionally, we are a member of the Cognition and Neuroergonomics Collaborative Technology Alliance (CaN CTA) which a collaborative research effort between the Army Research Labs, Academia and Industry. Postdoctoral Research Scientists will thus have the opportunity to broadly collaborate will other scientists in academia, industry and government, being part of one of the largest collaborative programs in real-world neuroimaging and brain computer interfaces. Interested candidates should send via email their CV, three representative papers, the names of three references, and cover letter to Prof. Paul Sajda (psajda(a)columbia.edu) Applications will be considered until the positions are filled. The position is for one year, with the option to renew for 2-3 years, given satisfactory performance and available funding. Paul Sajda, Ph.D. Professor Departments of Biomedical Engineering, Electrical Engineering and Radiology Columbia University 351 Engineering Terrace Building, Mail Code 8904 1210 Amsterdam Avenue New York, NY 10027 tel: (212) 854-5279 fax: (212) 854-8725 email: ps629(a)columbia.edu http://liinc.bme.columbia.edu Editor-in-Chief IEEE Transactions on Neural Systems and Rehabilitation Engineering email: editortnsre(a)gmail.com http://tnsre.bme.columbia.edu

1 0

[meetings] [ECCV2014] CfP: Second Workshop on Affordances: Visual Perception of Affordances and Functional Visual Primitives for Scene Analysis (in conjunction with ECCV 2014)
by Karthik Mahesh Varadarajan 26 Jun '14

26 Jun '14

========================================================================== *Call for Papers- Second Workshop on Affordances: Visual Perception of Affordances and Functional Visual Primitives for Scene Analysis* (in conjunction with ECCV 2014), September 7, 2014, Zurich, Switzerland http://affordances.info/workshops/ECCV.html ========================================================================== The workshop seeks to address key challenges in computer vision and applications such as robotics with regard to functional form descriptions, which are termed as "affordances". Based on the Gibsonian principle of defining objects by their function, "affordances" have been studied extensively by psychologists and visual perception researchers, resulting in the creation of numerous cognitive models. These models are being increasingly revisited and adapted by computer vision researchers to build visual perception and behavioral algorithms in recent years. This workshop attempts to explore this nascent, yet rapidly emerging field of affordance based cognitive vision (recognition of objects, activities, scenes etc.) while integrating the efforts and language of affordance communities not just in computer vision, but also psychophysics and neurobiology by creating an open affordance research forum, feature framework and ontology called AfNet (theaffordances.net) In particular, the workshop will focus on emerging trends in affordances and other human-centered function/action features that can be used to build computer vision algorithms leading to various intelligent applications. The workshop will also feature contributions from researchers involved in traditional theories to affordances, especially from the point of view of psychophysics and neuro-biology. Avenues to aiding research in these fields using techniques from computer vision and cognitive robotics will also be explored. Primary topics addressed by the workshop include the following among others - Affordances in visual perception models - Affordances as visual primitives, common coding features and symbolic cognitive systems - Affordances for object recognition, search, attention modulation, functional scene understanding and classification - Object functionality analysis - Affordances from appearance and touch based cues - Haptic adjectives - Functional-visual categories for transfer learning - Actions and functions in object perception - Human-object interactions and modeling - Motion-capture data analysis for object categorization - Affordances in human and robot grasping - Affordance learning - Affordance ontologies - Knowledge bases for affordances and affordance modeling Understanding various challenges in the field of affordances and building a common language and framework for communication across the varied affordance communities are the key goals of the proposed workshop. Through the course of the workshop, we also envisage the establishment of a working group for AfNet. *Paper Submissions* Paper contributions to the workshop are solicited in four different formats. This departure from the regular format is intended to promote greater contribution and cater to the needs of affordance communities from various disciplines such as Knowledge Representation, Psychology, Psychophysics, Neuroscience, Kinematics, Ontologies besides traditional audience such as from Cognitive/ Computer Vision and Robotics. - *Conceptual papers* (2 pages): Authors are invited to submit original ideas on approaches to address specific problems in the targeted areas of the workshop. While a clear presentation of the proposed approach and the expected results are essential, specifics of implementation and evaluations are outside the scope of this format. This format is intended at exchange and evaluation of ideas prior to implementation/ experimental work as well as to open up collaboration avenues. - *Design papers* (6 pages): Authors submitting design papers are required to address key issues regarding the problem considered with detailed algorithms and preliminary or proof-of-concept results. Detailed evaluations and analyses are outside the scope of this format. This format is intended at addressing late-breaking and work in progress results as well as fostering collaboration between research and engineering groups. - *Experimental papers* (6 pages): Experimental papers are required to present results of experiments and evaluation of previously published algorithms or design frameworks. Details of implementation and exhaustive test case analyses are key to this format. These papers are geared at benchmarking and standardizing previously known approaches. - *Full papers* (14 pages): Full papers must be self-inclusive contributions with a detailed treatment of the problem statement, related work, design methodology, algorithm, test-bed, evaluation, comparative analysis, results and future scope of work. Submission of original and unpublished work is highly encouraged. Since the goal of this workshop is to bring together the various affordance communities, extended versions/ summary reports of recent research published elsewhere, as adapted to the goals of the workshop, will also be accepted. These papers are required to clearly state the relevance to the workshop and the necessary adaptation. The program will be composed of oral as well as Pecha-Kucha style presentations. Each contribution will be reviewed by three reviewers through a single-blind review process. The paper formatting should follow the ECCV formatting guidelines (Templates: LaTeX <http://eccv2014.org/wp-content/uploads/2013/10/eccv2014kit.zip>). All contributions are to be submitted via Microsoft Conference Management Tool <https://cmt.research.microsoft.com/A22014/Default.aspx> in PDF. Please adhere to the following strict deadlines. In addition to direct acceptance, early submissions may be conditionally accepted, in which case submission of a revised version of the paper based on reviewer comments, prior to the late submission deadline is necessary. The final decision on acceptance of such conditionally accepted papers will be announced along with the decisions for the late submissions. Hence, while early submissions will have a better chance of acceptance than late submissions, submission to either (or both) rounds is equally encouraged. Also, note that the paper ID to be incorporated into the submission manuscript is available after performing an initial submission. If you still have issues finding your paper ID, it can be left blank for initial submissions, though it will be necessary to use the ID for the final ECCV version, OpenRsrch version, Springer version and ECCV attendance registration. *Important Dates* - Initial submissions (Late): 23:59:59 PDT July 07, 2014 - Notification of acceptance (Late submissions): July 17, 2014 - Submission of publication-ready version: July 24, 2014 - Workshop date: September 7, 2014 *Organizers* Karthik Mahesh Varadarajan <http://www.karthikmahesh.com> (varadarajan(at) acin.tuwien.ac.at), TU Wien Alireza Fathi <http://ai.stanford.edu/~alireza/> (alireza(at)cs.stanford.edu) Stanford Juergen Gall <http://www.vision.ee.ethz.ch/~gallju/> (gall(at) iai.uni-bonn.de), Univ. Bonn Markus Vincze <http://www.acin.tuwien.ac.at/index.php?id=231&L=1> (vincze(at)tuwien.ac.at), TU Wien *Speakers and Participants* (To be updated) Fei-Fei Li (Affordances in Computer Vision), Stanford University, USA Abhinav Gupta (Affordances in Computer Vision), Carnegie Mellon University, USA Derek Hoiem (Affordance Semantics), University of Illinois at Urbana-Champaign, USA Ashutosh Saxena (Affordances in Cognitive Robotics), Cornell University, USA Aaron Bobick (Affordances in Robotics), GeorgiaTech, USA *Program Committee* Irving Biederman (USC) Aude Oliva (MIT) Martha Teghtsoonian (Smith College) Barbara Caputo (Univ. of Rome, IDIAP) Song-Chun Zhu (UCLA) Antonis Argyros (FORTH) Tamim Asfour (KIT) Trevor Darrell (UC. Berkeley) Michael Beetz (TUM) Norbert Krueger (Univ. of Southern Denmark) Sven Dickinson (Univ. of Toronto) Erhan Oztop (Ozegin Univ.) Diane Pecher (Erasmus Univ. Rotterdam) Jason Corso (UB New York) Juan Carlos Niebles (Universidad del Norte) Tamara Berg (UNC Chapel Hill) Moritz Tenorth (Univ. Bremen) Dejan Pangercic (Robert Bosch) Roozbeh Mottaghi (Stanford) Xiaofeng Ren (Amazon) David Fouhey (CMU) Tucker Hermans (Georgia Tech) Tian Lan (Stanford) Amir Roshan Zamir (UCF) Hamed Pirsiavash (MIT) Walterio Mayol-Cuevas (Univ. of Bristol)

1 0