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25th Annual Computational Neuroscience Meeting: CNS-2016
Tatyana O. Sharpee, Alain Destexhe, Mitsuo Kawato, Vladislav Sekulić, Frances K. Skinner, Daniel K. Wójcik, Chaitanya Chintaluri, Dorottya Cserpán, Zoltán Somogyvári, Jae Kyoung Kim, Zachary P. Kilpatrick, Matthew R. Bennett, Krešimir Josić́, Irene Elices, David Arroyo, Rafael Levi, Francisco B. Rodrı́guez, Pablo Varona, Eunjin Hwang, Bowon Kim, Hio-Been Han, Tae Kim, James T Mckenna, Ritchie E. Brown, Robert W. McCarley, Jee Hyun Choi, James Rankin, Pamela Osborn Popp, John Rinzel, Alejandro Tabas, André A. Rupp, Emili Balaguer‐Ballester, Matias I. Maturana, David B. Grayden, Shaun L. Cloherty, Tatiana Kameneva, Michael R. Ibbotson, Hamish Meffin, Veronika Koren, Timm Lochmann, Valentin Dragoi, Klaus Obermayer, Maria Psarrou, Maria J. Schilstra, Neil Davey, Benjamin Torben-Nielsen, Volker Steuber, Huiwen Ju, Jiao Yu, Michael L. Hines, Liang Chen, Yuguo Yu, Jimin Kim, Will Leahy, Eli Shlizerman, Justas Birgiolas, Richard C. Gerkin, Sharon Crook, Atthaphon Viriyopase, Raoul-Martin Memmesheimer, Stan Gielen, Yuri Dabaghian, Justin DeVito, Luca Perotti, Anmo J. Kim, Lisa M. Fenk, Cheng Cheng, Gaby Maimon, Chang Zhao, Yves F. Widmer, Simon G. Sprecher, Walter Senn, Geir Halnes, Tuomo Mäki‐Marttunen, Daniel Keller, Klas H. Pettersen, Ole A. Andreassen, Gaute T. Einevoll, Yasunori Yamada, Moira L. Steyn‐Ross, D. Alistair Steyn‐Ross, Jorge F. Mejías, John D. Murray, Henry Kennedy, Xiaojing Wang, Alexandra Kruscha, Jan Grewe, Jan Benda, Benjamin Lindner, Laurent Badel, Kazumi Ohta, Yoshiko Tsuchimoto, Hokto Kazama, B. Kahng, David C. Tam, Luca Pollonini, George Zouridakis, Jaehyun Soh, DaeEun Kim, Minsu Yoo, Stephanie E. Palmer, Viviana Culmone, Ingo Bojak, Andrea Ferrario, Robert Merrison‐Hort, Roman Borisyuk, Chang Sub Kim, Taro Tezuka, Pangyu Joo, Young-Ah Rho, Shawn D. Burton, G. Bard Ermentrout, Jaeseung Jeong, Nathaniel N. Urban, Petr Maršálek, Hoon-Hee Kim, Seok-hyun Moon, Sung-beom Lee, ji-Yong Lee, Yaroslav I. Molkov, Khaldoun Hamade, Wondimu Teka, William H. Barnett, Taegyo Kim, Sergey N. Markin, Ilya A. Rybak, Csaba Forró, Harald Dermutz, László Demkó, János Vörös, Andrey Babichev, Haiping Huang, Sergio Verduzco-Flores, Filipa Santos, Christoph Metzner, Achim Schweikard, Bartosz Zurowski, James P. Roach, Leonard M. Sander, Michał Żochowski, Quinton M. Skilling, Nicolette Ognjanovski, Sara J. Aton, Sheng-Jun Wang, Guang Ouyang, Jing Guang, Mingsha Zhang, K. Y. Michael Wong, Changsong Zhou, Peter A. Robinson, Paula Sanz‐Leon, P. M. Drysdale, Felix Fung, Romesh Abeysuriya, Chris Rennie, Xuelong Zhao, Yoonsuck Choe, Huei‐Fang Yang, Yuanyuan Mi, Xiaohan Lin, Si Wu, Joscha Liedtke, Manuel Schottdorf, Fred W. Wolf, Yoriko Yamamura, Jeffery R. Wickens, Timothy Rumbell, Julia Ramsey, Amy Reyes, Danel Draguljić, P. R. Hof, Jennifer I. Luebke, Christina M. Weaver, Hu He, Xu Yang, Hailin Ma, Zhiheng Xu, Yuzhe Wang, Kwangyeol Baek, Laurel Morris, Prantik Kundu, Valerie Voon, Everton J. Agnes, Tim P. Vogels, William Podlaski, Martin A. Giese, Pradeep Kuravi, Rufin Vogels, Alexander Seeholzer, Rajnish Ranjan, Joaquı́n J. Torres, Fabiano Baroni, Roberto Latorre, Bart Gips, Eric Lowet, Mark Roberts, Peter De Weerd, Ole Jensen, Jan van der Eerden, Abdorreza Goodarzinick, M. D. Niry, Alireza Valizadeh, Aref Pariz, Shervin S. Parsi, Julia M. Warburton, Lucia Marucci, Francesco Tamagnini, Jon T. Brown, Krasimira Tsaneva‐Atanasova, Florence I. Kleberg, Jochen Triesch, Bahar Moezzi, Nicolangelo Iannella, Natalie Schaworonkow, Lukas Plogmacher, Mitchell R. Goldsworthy, Brenton Hordacre, Mark D. McDonnell, Michael C. Ridding, Martin Zapotocky, Daniel Šmít, Coralie Fouquet, Alain Trembleau, Sakyasingha Dasgupta, Isao Nishikawa, Kazuyuki Aihara, Taro Toyoizumi, Daniel T. Robb, Nick Mellen, Natalia Toporikova, Rongxiang Tang, Yi-Yuan Tang, Guangsheng Liang, Seth Kiser, James H. Howard, Julia Goncharenko, Sergej O. Voronenko, Tosif Ahamed, Greg J. Stephens, Pierre Yger, Baptiste Lefebvre, Giulia Lia Beatrice Spampinato, Elric Esposito, M. Marre, Hansol Choi, Min-Ho Song, SueYeon Chung, Dan D. Lee, Haim Sompolinsky, Ryan S. Phillips, Jeffrey C. Smith, Alexandra Pierri Chatzikalymniou, Katie Ferguson, N. Alex Cayco-Gajic, Claudia Clopath, R. Angus Silver, Padraig Gleeson, Bóris Marin, Sadra Sadeh, Adrián Quintana, Matteo Cantarelli, Salvador Durá-Bernal, William W. Lytton, Andrew P. Davison, Luozheng Li, Wenhao Zhang, Dahui Wang, Youngjo Song, Solmoi Park, Ilhwan Choi, Hee‐Sup Shin, Hannah Choi, Anitha Pasupathy, Eric Shea‐Brown, Dongsung Huh, Terrence J. Sejnowski, Simon Vogt, Arvind Kumar, Robert Schmidt, Stephen Van Wert, Steven J. Schiff, Richard Veale, Matthias Scheutz, Sang Wan Lee, Júlia V. Gallinaro, Stefan Rotter, Leonid L. Rubchinsky, Chung Ching Cheung, Shivakeshavan Ratnadurai‐Giridharan, Safura Rashid Shomali, Majid Nili Ahmadabadi, Hideaki Shimazaki, Seyyed Nader Rasuli, Xiaochen Zhao, Malte J. Rasch, Jens Wilting, Viola Priesemann, Anna Levina, Lucas Rudelt, Joseph T. Lizier, Richard E. Spinney, Mikail Rubinov, Michael Wibral, Ji Hyun Bak, Jonathan W. Pillow, Yuan Zaho, Il Memming Park, J K Kang, Hae‐Jeong Park, Jaeson Jang, Se‐Bum Paik, Woochul Choi, Changju Lee, Min Song, Hyeonsu Lee, Young‐Jin Park, Ergin Yilmaz, Veli Baysal, Mahmut Özer, Daniel Saska, Thomas Nowotny, Ho Ka Chan, Alan Diamond, Christoph S. Herrmann, Micah M. Murray, Silvio Ionta, Axel Hutt, Jérémie Lefebvre, Philipp Weidel, Renato Duarte, Abigail Morrison, Jung H. Lee, Ramakrishnan Iyer, Ştefan Mihalaş, Christof Koch, Mihai A. Petrovici, Luziwei Leng, Oliver Breitwieser, David Stöckel, Ilja Bytschok, Roman Martel, Johannes Bill, Johannes Schemmel, Karlheinz Meier, Timothy B. Esler, Anthony N. Burkitt, Robert R. Kerr, Bahman Tahayori, Max Nolte, Michael Reimann, Eilif Müller, Henry Markram, Antonio Parziale, Rosa Senatore, Angelo Marcelli, K. Skiker, Mounir Maouene, Samuel A. Neymotin, Alexandra H. Seidenstein, Péter Lakatos, Terence D. Sanger, Rosemary J. Menzies, Campbell McLauchlan, Sacha J. van Albada, David Jacob Kedziora, Cliff C. Kerr, Benjamin A. Suter, Gordon M. Shepherd, Juhyoung Ryu, Sang‐Hun Lee, Joonwon Lee, Hyang Jung Lee, Daeseob Lim, Jisung Wang, Heonsoo Lee, Nam Jung, Le Anh Quang, Seung Eun Maeng, Tae Ho Lee, Jae W. Lee, Chang-Hyun Park, Sora Ahn, Jangsup Moon, Yun Seo Choi, Juhee Kim, Sang Beom Jun, Seung Jun Lee, Hyang Woon Lee, Sumin Jo, Eunji Jun, Suin Yu, Felix Goetze, Pik‐Yin Lai, Seonghyun Kim, Jeehyun Kwag, Hyun Jae Jang, Marko Filipović, Ramón Reig, Ad Aertsen, Gilad Silberberg, Claudia Bachmann, Simone Buttler, Heidi I.L. Jacobs, Kim Dillen, Gereon R. Fink, Juraj Kukolja, Daniel Kepple, Hamza Giaffar, Dima Rinberg, Steven J. Shea, Alex Koulakov, Jyotika Bahuguna, Tom Tetzlaff, Jeanette Hellgren Kotaleski, Tim Kunze, Andre D. H. Peterson, Thomas R. Knösche, Min Jung Kim, Ho‐Jeong Kim, Ji Sung Park, Ji Won Yeon, Sung-Phil Kim, Jae-Hwan Kang, Chungho Lee, Andreas Spiegler, Spase Petkoski, Viktor Jirsa, Maria Luisa Saggio, Silvan F. Siep, William C. Stacey, Christophe Bernar, Oh-Hyeon Choung, Yong Jeong, Yong‐Ill Lee, Su Hyun Kim, Mir Jeong, Jeungmin Lee, Jaehyung Kwon, Jerald D. Kralik, Jaehwan Jahng, Dong‐Uk Hwang, Sang‐Min Park, Seong‐Kyun Kim, Hyoungkyu Kim, Pyeong Soo Kim, Sangsup Yoon, Sewoong Lim, Choongseok Park, Thomas Miller, Katie N. Clements, Sungwoo Ahn, Eoon Hye Ji, Fadi A. Issa, Jeonghun Baek, Shigeyuki Oba, Junichiro Yoshimoto, Kenji Doya, Shin Ishii, Thiago Mosqueiro, Martin F. Strube‐Bloss, Brian Smith, Ramón Huerta, Michal Hadrava, Jaroslav Hlinka, Hannah Bos, Moritz Helias, Charles M. Welzig, Zachary J. Harper, Won Sup Kim, In-Seob Shin, Hyeon‐Man Baek, Seung Kee Han, R. Richter, Julien Vitay, Frederick Beuth, Fred H. Hamker, Kelly Toppin, Yixin Guo, Bruce Graham, Penelope J. Kale, Leonardo L. Gollo, Merav Stern, L. F. Abbott, Leonid Fedorov, Mohammad Hovaidi Ardestani, Mohammad Javad Faraji, Kerstin Preuschoff, Wulfram Gerstner, M.J. van Gendt, Jeroen J. Briaire, Randy K. Kalkman, Johan H. M. Frijns, Won Hee Lee, Sophia Frangou, Ben Fulcher, Patricia H. P. Tran, Alex Fornito, S. Gliske, Eugene Lim, Katherine A. Holman, Christian G. Fink, Jinseop S. Kim, Shang Mu, Kevin L. Briggman, H. Sebastian Seung, Detlef Wegener, Lisa Bohnenkamp, Udo Ernst, Anna Devor, Anders M. Dale, Glenn Terje Lines, Andy Edwards, Aslak Tveito, Espen Hagen, Johanna Senk, Markus Diesmann, Maximilian Schmidt, Rembrandt Bakker, Kelly Shen, Gleb Bezgin, Claus-Christian Hilgetag, Haoqi Sun, Olga Sourina, Guang-Bin Huang, Felix Klanner, Cornelia Denk, Katharina Glomb, Adrián Ponce‐Alvarez, Matthieu Gilson, Petra Ritter, Gustavo Deco, Maria A. G. Witek, Eric Clarke, Mads Hansen, Mikkel Wallentin, Morten L. Kringelbach, Peter Vuust, Guido Klingbeil, Erik De Schutter, Wei‐Liang Chen, Yunliang Zang, Sungho Hong, Akira Takashima, Criseida Zamora, Andrew R. Gallimore, Dennis Goldschmidt, Poramate Manoonpong, Philippa J. Karoly, Dean R. Freestone, Daniel Soundry, Levin Kuhlmann, Paninski Liam, Mark Cook, Jae‐Jin Lee, Yonatan I. Fishman, Yale E. Cohen, James A. Roberts, Luca Cocchi, Yann Sweeney, Soohyun Lee, Woo-Sung Jung, Youngsoo Kim, Younginha Jung, Yoon‐Kyu Song, Frédéric Chavane, Karthik Soman, Vignesh Muralidharan, V. Srinivasa Chakravarthy, Sabyasachi Shivkumar, Alekhya Mandali, Balasubramani Pragathi Priyadharsini, Hima Mehta, Catherine E. Davey, Braden A. W. Brinkman, Tyler Kekona, Fred Rieke, Michael A. Buice, Maurizio De Pittà, Hugues Berry, Nicolas Brunel, Michael Breakspear, Gary Marsat, Jordan Drew, Phillip Chapman, Kevin C. Daly, Samual P. Bradle, Sat Byul Seo, Jianzhong Su, Ege T. Kavalali, Justin Blackwell, LieJune Shiau, Laure Buhry, Kanishka Basnayake, Sue‐Hyun Lee, Brandon A. Levy, Chris I. Baker, Timothée Leleu, Ryan T. Philips, Karishma Chhabria
Bibliographic record
VenueBMC Neuroscience · 2016
Typearticle
Languageen
FieldComputer Science
TopicNeural Networks and Applications
Canadian institutionsUniversity of TorontoUniversity Health Network
FundersRIKEN Brain Science InstituteCentre of Excellence for Integrative Brain Function, Australian Research CouncilNational Research FoundationNational Eye InstituteDanmarks GrundforskningsfondNational Institute of Mental HealthOffice of Naval ResearchRIKENInstitute for Information and Communications Technology PromotionBundesministerium für Bildung und ForschungNatural Sciences and Engineering Research Council of CanadaSchool of Medicine, Indiana UniversityMinistry of Science, ICT and Future PlanningFundamental Research Funds for the Central UniversitiesNational Institutes of HealthBoard of the Swiss Federal Institutes of TechnologyAgentura Pro Zdravotnický Výzkum České RepublikyCouncil for Science, Technology and InnovationKorea Advanced Institute of Science and TechnologyNarodowym Centrum NaukiČeské Vysoké Učení Technické v PrazeIndiana University HealthNational Natural Science Foundation of ChinaNational Research Foundation of KoreaHungarian Scientific Research FundKorea Health Industry Development InstituteEngineering and Physical Sciences Research CouncilDeutsche ForschungsgemeinschaftNational Supercomputing Center, Korea Institute of Science and Technology InformationU.S. Department of Veterans AffairsGrantová Agentura České RepublikyOffice of Naval Research GlobalJapan Society for the Promotion of ScienceDaegu Gyeongbuk Institute of Science and TechnologyConselho Nacional de Desenvolvimento Científico e TecnológicoJapan Science and Technology AgencyHoward Hughes Medical InstituteCabinet Office, Government of JapanSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungPOSCO TJ Park FoundationHong Kong Baptist UniversityÉcole Polytechnique Fédérale de LausanneNational Institute of General Medical SciencesEast Carolina UniversityMcKnight FoundationBiotechnology and Biological Sciences Research CouncilWellcome TrustWashington Research FoundationNational Research Council of Science and TechnologyNational Science Foundation
KeywordsNeuroscienceCognitive sciencePsychologyComputer science
Abstract
Neural circuits are notorious for the complexity of their organization.Part of this complexity is related to the number of different cell types that work together to encode stimuli.I will discuss theoretical results that point to functional advantages of splitting neural populations into subtypes, both in feedforward and recurrent networks.These results outline a framework for categorizing neuronal types based on their functional properties.Such classification scheme could augment classification schemes based on molecular, anatomical, and electrophysiological properties.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.173
Threshold uncertainty score0.578
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.173 | 0.110 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.031
GPT teacher head0.270
Teacher spread0.238 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations101
Published2016
Admission routes2
Has abstractyes