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Denis Kleyko
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2020 – today
- 2024
- [j27]Kenny Schlegel
, Denis Kleyko
, Benjamin H. Brinkmann, Ewan S. Nurse
, Ross W. Gayler
, Peer Neubert
:
Lessons from a challenge on forecasting epileptic seizures from non-cerebral signals. Nat. Mac. Intell. 6(2): 243-244 (2024) - [j26]Evgeny Osipov
, Sachin Kahawala, Dilantha Haputhanthri
, Thimal Kempitiya
, Daswin De Silva, Damminda Alahakoon, Denis Kleyko
:
Hyperseed: Unsupervised Learning With Vector Symbolic Architectures. IEEE Trans. Neural Networks Learn. Syst. 35(5): 6583-6597 (2024) - [j25]Denis Kleyko
, Antonello Rosato
, Edward Paxon Frady, Massimo Panella
, Friedrich T. Sommer
:
Perceptron Theory Can Predict the Accuracy of Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 35(7): 9885-9899 (2024) - [c31]Christopher J. Kymn, Sonia Mazelet, Annabel Ng, Denis Kleyko, Bruno A. Olshausen:
Compositional Factorization of Visual Scenes with Convolutional Sparse Coding and Resonator Networks. NICE 2024: 1-9 - [i34]Christopher J. Kymn, Sonia Mazelet, Annabel Ng, Denis Kleyko, Bruno A. Olshausen:
Compositional Factorization of Visual Scenes with Convolutional Sparse Coding and Resonator Networks. CoRR abs/2404.19126 (2024) - [i33]Christopher J. Kymn, Sonia Mazelet, Anthony Thomas, Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer, Bruno A. Olshausen:
Binding in hippocampal-entorhinal circuits enables compositionality in cognitive maps. CoRR abs/2406.18808 (2024) - 2023
- [j24]Denis Kleyko
, Dmitri A. Rachkovskij
, Evgeny Osipov
, Abbas Rahimi
:
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations. ACM Comput. Surv. 55(6): 130:1-130:40 (2023) - [j23]Denis Kleyko
, Dmitri A. Rachkovskij
, Evgeny Osipov
, Abbas Rahimi
:
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges. ACM Comput. Surv. 55(9): 175:1-175:52 (2023) - [j22]Mike Heddes, Igor Nunes, Pere Vergés, Denis Kleyko, Danny Abraham, Tony Givargis, Alexandru Nicolau, Alexander V. Veidenbaum:
Torchhd: An Open Source Python Library to Support Research on Hyperdimensional Computing and Vector Symbolic Architectures. J. Mach. Learn. Res. 24: 255:1-255:10 (2023) - [j21]Denis Kleyko
, Connor Bybee, Ping-Chen Huang, Christopher J. Kymn, Bruno A. Olshausen, Edward Paxon Frady, Friedrich T. Sommer:
Efficient Decoding of Compositional Structure in Holistic Representations. Neural Comput. 35(7): 1159-1186 (2023) - [j20]Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao, Abu Awal Md Shoeb, Abubakar Abid, Adam Fisch, Adam R. Brown, Adam Santoro, Aditya Gupta, Adrià Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W. Kocurek, Ali Safaya, Ali Tazarv, Alice Xiang, Alicia Parrish, Allen Nie, Aman Hussain, Amanda Askell, Amanda Dsouza, Ambrose Slone, Ameet Rahane, Anantharaman S. Iyer, Anders Andreassen, Andrea Madotto, Andrea Santilli, Andreas Stuhlmüller, Andrew M. Dai, Andrew La, Andrew K. Lampinen, Andy Zou, Angela Jiang, Angelica Chen, Anh Vuong, Animesh Gupta, Anna Gottardi, Antonio Norelli, Anu Venkatesh, Arash Gholamidavoodi, Arfa Tabassum, Arul Menezes, Arun Kirubarajan, Asher Mullokandov, Ashish Sabharwal, Austin Herrick, Avia Efrat, Aykut Erdem, Ayla Karakas, B. Ryan Roberts, Bao Sheng Loe, Barret Zoph, Bartlomiej Bojanowski, Batuhan Özyurt, Behnam Hedayatnia, Behnam Neyshabur, Benjamin Inden, Benno Stein, Berk Ekmekci, Bill Yuchen Lin, Blake Howald, Bryan Orinion, Cameron Diao, Cameron Dour, Catherine Stinson, Cedrick Argueta, Cèsar Ferri Ramírez, Chandan Singh, Charles Rathkopf, Chenlin Meng, Chitta Baral, Chiyu Wu, Chris Callison-Burch, Chris Waites, Christian Voigt, Christopher D. Manning, Christopher Potts, Cindy Ramirez, Clara E. Rivera, Clemencia Siro, Colin Raffel, Courtney Ashcraft, Cristina Garbacea, Damien Sileo, Dan Garrette, Dan Hendrycks, Dan Kilman, Dan Roth, Daniel Freeman, Daniel Khashabi, Daniel Levy, Daniel Moseguí González, Danielle Perszyk, Danny Hernandez, Danqi Chen, Daphne Ippolito, Dar Gilboa, David Dohan, David Drakard, David Jurgens, Debajyoti Datta, Deep Ganguli, Denis Emelin, Denis Kleyko, Deniz Yuret, Derek Chen, Derek Tam, Dieuwke Hupkes, Diganta Misra, Dilyar Buzan, Dimitri Coelho Mollo, Diyi Yang, Dong-Ho Lee, Dylan Schrader, Ekaterina Shutova, Ekin Dogus Cubuk, Elad Segal, Eleanor Hagerman, Elizabeth Barnes, Elizabeth Donoway, Ellie Pavlick, Emanuele Rodolà, Emma Lam, Eric Chu, Eric Tang, Erkut Erdem, Ernie Chang, Ethan A. Chi, Ethan Dyer, Ethan J. Jerzak, Ethan Kim, Eunice Engefu Manyasi, Evgenii Zheltonozhskii, Fanyue Xia, Fatemeh Siar, Fernando Martínez-Plumed, Francesca Happé, François Chollet, Frieda Rong, Gaurav Mishra, Genta Indra Winata, Gerard de Melo, Germán Kruszewski, Giambattista Parascandolo, Giorgio Mariani, Gloria Wang, Gonzalo Jaimovitch-López, Gregor Betz, Guy Gur-Ari, Hana Galijasevic, Hannah Kim, Hannah Rashkin, Hannaneh Hajishirzi, Harsh Mehta, Hayden Bogar, Henry Shevlin, Hinrich Schütze, Hiromu Yakura, Hongming Zhang, Hugh Mee Wong, Ian Ng, Isaac Noble, Jaap Jumelet, Jack Geissinger, Jackson Kernion, Jacob Hilton, Jaehoon Lee, Jaime Fernández Fisac, James B. Simon, James Koppel, James Zheng, James Zou, Jan Kocon, Jana Thompson, Janelle Wingfield, Jared Kaplan, Jarema Radom, Jascha Sohl-Dickstein, Jason Phang, Jason Wei, Jason Yosinski, Jekaterina Novikova, Jelle Bosscher, Jennifer Marsh, Jeremy Kim, Jeroen Taal, Jesse H. Engel, Jesujoba Alabi, Jiacheng Xu, Jiaming Song, Jillian Tang, Joan Waweru, John Burden, John Miller, John U. Balis, Jonathan Batchelder, Jonathan Berant, Jörg Frohberg, Jos Rozen, José Hernández-Orallo, Joseph Boudeman, Joseph Guerr, Joseph Jones, Joshua B. Tenenbaum, Joshua S. Rule, Joyce Chua, Kamil Kanclerz, Karen Livescu, Karl Krauth, Karthik Gopalakrishnan, Katerina Ignatyeva, Katja Markert, Kaustubh D. Dhole, Kevin Gimpel, Kevin Omondi, Kory Mathewson, Kristen Chiafullo, Ksenia Shkaruta, Kumar Shridhar, Kyle McDonell, Kyle Richardson, Laria Reynolds, Leo Gao, Li Zhang, Liam Dugan, Lianhui Qin, Lidia Contreras Ochando, Louis-Philippe Morency, Luca Moschella, Lucas Lam, Lucy Noble, Ludwig Schmidt, Luheng He, Luis Oliveros Colón, Luke Metz, Lütfi Kerem Senel, Maarten Bosma, Maarten Sap, Maartje ter Hoeve, Maheen Farooqi, Manaal Faruqui, Mantas Mazeika, Marco Baturan, Marco Marelli, Marco Maru, María José Ramírez-Quintana, Marie Tolkiehn, Mario Giulianelli, Martha Lewis, Martin Potthast, Matthew L. Leavitt, Matthias Hagen, Mátyás Schubert, Medina Baitemirova, Melody Arnaud, Melvin McElrath, Michael A. Yee, Michael Cohen, Michael Gu, Michael I. Ivanitskiy, Michael Starritt, Michael Strube, Michal Swedrowski, Michele Bevilacqua, Michihiro Yasunaga, Mihir Kale, Mike Cain, Mimee Xu, Mirac Suzgun, Mitch Walker, Mo Tiwari, Mohit Bansal, Moin Aminnaseri, Mor Geva, Mozhdeh Gheini, Mukund Varma T., Nanyun Peng, Nathan A. Chi, Nayeon Lee, Neta Gur-Ari Krakover, Nicholas Cameron, Nicholas Roberts, Nick Doiron, Nicole Martinez, Nikita Nangia, Niklas Deckers, Niklas Muennighoff, Nitish Shirish Keskar, Niveditha Iyer, Noah Constant, Noah Fiedel, Nuan Wen, Oliver Zhang, Omar Agha, Omar Elbaghdadi, Omer Levy, Owain Evans, Pablo Antonio Moreno Casares, Parth Doshi, Pascale Fung, Paul Pu Liang, Paul Vicol, Pegah Alipoormolabashi, Peiyuan Liao, Percy Liang, Peter Chang, Peter Eckersley, Phu Mon Htut, Pinyu Hwang, Piotr Milkowski, Piyush Patil, Pouya Pezeshkpour, Priti Oli, Qiaozhu Mei, Qing Lyu, Qinlang Chen, Rabin Banjade, Rachel Etta Rudolph, Raefer Gabriel, Rahel Habacker, Ramon Risco, Raphaël Millière, Rhythm Garg, Richard Barnes, Rif A. Saurous, Riku Arakawa, Robbe Raymaekers, Robert Frank, Rohan Sikand, Roman Novak, Roman Sitelew, Ronan LeBras, Rosanne Liu, Rowan Jacobs, Rui Zhang, Ruslan Salakhutdinov, Ryan Chi, Ryan Lee, Ryan Stovall, Ryan Teehan, Rylan Yang, Sahib Singh, Saif M. Mohammad, Sajant Anand, Sam Dillavou, Sam Shleifer, Sam Wiseman, Samuel Gruetter, Samuel R. Bowman, Samuel S. Schoenholz, Sanghyun Han, Sanjeev Kwatra, Sarah A. Rous, Sarik Ghazarian, Sayan Ghosh, Sean Casey, Sebastian Bischoff, Sebastian Gehrmann, Sebastian Schuster, Sepideh Sadeghi, Shadi Hamdan, Sharon Zhou, Shashank Srivastava, Sherry Shi, Shikhar Singh, Shima Asaadi, Shixiang Shane Gu, Shubh Pachchigar, Shubham Toshniwal, Shyam Upadhyay, Shyamolima (Shammie) Debnath, Siamak Shakeri, Simon Thormeyer, Simone Melzi, Siva Reddy, Sneha Priscilla Makini, Soo-Hwan Lee, Spencer Torene, Sriharsha Hatwar, Stanislas Dehaene, Stefan Divic, Stefano Ermon, Stella Biderman, Stephanie Lin, Stephen Prasad, Steven T. Piantadosi, Stuart M. Shieber, Summer Misherghi, Svetlana Kiritchenko, Swaroop Mishra, Tal Linzen, Tal Schuster, Tao Li, Tao Yu, Tariq Ali, Tatsu Hashimoto, Te-Lin Wu, Théo Desbordes, Theodore Rothschild, Thomas Phan, Tianle Wang, Tiberius Nkinyili, Timo Schick, Timofei Kornev, Titus Tunduny, Tobias Gerstenberg, Trenton Chang, Trishala Neeraj, Tushar Khot, Tyler Shultz, Uri Shaham, Vedant Misra, Vera Demberg, Victoria Nyamai, Vikas Raunak, Vinay V. Ramasesh, Vinay Uday Prabhu, Vishakh Padmakumar, Vivek Srikumar, William Fedus, William Saunders, William Zhang, Wout Vossen, Xiang Ren, Xiaoyu Tong, Xinran Zhao, Xinyi Wu, Xudong Shen, Yadollah Yaghoobzadeh, Yair Lakretz, Yangqiu Song, Yasaman Bahri, Yejin Choi, Yichi Yang, Yiding Hao, Yifu Chen, Yonatan Belinkov, Yu Hou, Yufang Hou, Yuntao Bai, Zachary Seid, Zhuoye Zhao, Zijian Wang, Zijie J. Wang, Zirui Wang, Ziyi Wu:
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models. Trans. Mach. Learn. Res. 2023 (2023) - [j19]Edward Paxon Frady, Denis Kleyko
, Friedrich T. Sommer
:
Variable Binding for Sparse Distributed Representations: Theory and Applications. IEEE Trans. Neural Networks Learn. Syst. 34(5): 2191-2204 (2023) - [j18]Denis Kleyko
, Geethan Karunaratne, Jan M. Rabaey
, Abu Sebastian
, Abbas Rahimi
:
Generalized Key-Value Memory to Flexibly Adjust Redundancy in Memory-Augmented Networks. IEEE Trans. Neural Networks Learn. Syst. 34(12): 10993-10998 (2023) - [i32]Denis Kleyko, Connor Bybee, Ping-Chen Huang, Christopher J. Kymn, Bruno A. Olshausen, Edward Paxon Frady, Friedrich T. Sommer:
Efficient Decoding of Compositional Structure in Holistic Representations. CoRR abs/2305.16873 (2023) - [i31]Christopher J. Kymn, Denis Kleyko, Edward Paxon Frady, Connor Bybee, Pentti Kanerva, Friedrich T. Sommer, Bruno A. Olshausen:
Computing with Residue Numbers in High-Dimensional Representation. CoRR abs/2311.04872 (2023) - 2022
- [j17]Denis Kleyko
, Mike Davies
, Edward Paxon Frady, Pentti Kanerva
, Spencer J. Kent, Bruno A. Olshausen, Evgeny Osipov
, Jan M. Rabaey
, Dmitri A. Rachkovskij, Abbas Rahimi
, Friedrich T. Sommer
:
Vector Symbolic Architectures as a Computing Framework for Emerging Hardware. Proc. IEEE 110(10): 1538-1571 (2022) - [j16]Denis Kleyko
, Edward Paxon Frady, Mansour Kheffache
, Evgeny Osipov
:
Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware. IEEE Trans. Neural Networks Learn. Syst. 33(4): 1688-1701 (2022) - [j15]Denis Kleyko
, Edward Paxon Frady, Friedrich T. Sommer
:
Cellular Automata Can Reduce Memory Requirements of Collective-State Computing. IEEE Trans. Neural Networks Learn. Syst. 33(6): 2701-2713 (2022) - [c30]Dmitri A. Rachkovskij, Denis Kleyko
:
Recursive Binding for Similarity-Preserving Hypervector Representations of Sequences. IJCNN 2022: 1-8 - [c29]Antonello Rosato, Massimo Panella
, Evgeny Osipov, Denis Kleyko
:
Few-shot Federated Learning in Randomized Neural Networks via Hyperdimensional Computing. IJCNN 2022: 1-8 - [c28]Denis Kleyko
, Connor Bybee, Christopher J. Kymn, Bruno A. Olshausen, Amir Khosrowshahi, Dmitri E. Nikonov
, Friedrich T. Sommer, Edward Paxon Frady:
Integer Factorization with Compositional Distributed Representations. NICE 2022: 73-80 - [c27]Edward Paxon Frady, Denis Kleyko
, Christopher J. Kymn, Bruno A. Olshausen, Friedrich T. Sommer:
Computing on Functions Using Randomized Vector Representations (in brief). NICE 2022: 115-122 - [i30]Dmitri A. Rachkovskij, Denis Kleyko:
Recursive Binding for Similarity-Preserving Hypervector Representations of Sequences. CoRR abs/2201.11691 (2022) - [i29]Denis Kleyko, Connor Bybee, Christopher J. Kymn, Bruno A. Olshausen, Amir Khosrowshahi, Dmitri E. Nikonov, Friedrich T. Sommer, Edward Paxon Frady:
Integer Factorization with Compositional Distributed Representations. CoRR abs/2203.00920 (2022) - [i28]Denis Kleyko, Geethan Karunaratne, Jan M. Rabaey, Abu Sebastian, Abbas Rahimi
:
Generalized Key-Value Memory to Flexibly Adjust Redundancy in Memory-Augmented Networks. CoRR abs/2203.06223 (2022) - [i27]Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao, Abu Awal Md Shoeb, Abubakar Abid, Adam Fisch, Adam R. Brown, Adam Santoro, Aditya Gupta, Adrià Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power
, Alex Ray, Alex Warstadt, Alexander W. Kocurek, Ali Safaya, Ali Tazarv, Alice Xiang, Alicia Parrish, Allen Nie, Aman Hussain, Amanda Askell, Amanda Dsouza, Ambrose Slone, Ameet Rahane, Anantharaman S. Iyer, Anders Andreassen, Andrea Madotto, Andrea Santilli, Andreas Stuhlmüller, Andrew M. Dai, Andrew La, Andrew K. Lampinen, Andy Zou, Angela Jiang, Angelica Chen, Anh Vuong, Animesh Gupta, Anna Gottardi, Antonio Norelli, Anu Venkatesh, Arash Gholamidavoodi, Arfa Tabassum, Arul Menezes, Arun Kirubarajan, Asher Mullokandov, Ashish Sabharwal, Austin Herrick, Avia Efrat, Aykut Erdem, Ayla Karakas, B. Ryan Roberts, Bao Sheng Loe, Barret Zoph, Bartlomiej Bojanowski, Batuhan Özyurt, Behnam Hedayatnia, Behnam Neyshabur, Benjamin Inden, Benno Stein, Berk Ekmekci, Bill Yuchen Lin, Blake Howald, Bryan Orinion, Cameron Diao, Cameron Dour, Catherine Stinson, Cedrick Argueta, Cèsar Ferri Ramírez, Chandan Singh, Charles Rathkopf, Chenlin Meng, Chitta Baral, Chiyu Wu, Chris Callison-Burch, Chris Waites, Christian Voigt, Christopher D. Manning, Christopher Potts, Cindy Ramirez, Clara E. Rivera, Clemencia Siro, Colin Raffel, Courtney Ashcraft, Cristina Garbacea, Damien Sileo
, Dan Garrette, Dan Hendrycks, Dan Kilman, Dan Roth, Daniel Freeman, Daniel Khashabi, Daniel Levy, Daniel Moseguí González, Danielle Perszyk, Danny Hernandez, Danqi Chen, Daphne Ippolito, Dar Gilboa, David Dohan, David Drakard, David Jurgens, Debajyoti Datta, Deep Ganguli, Denis Emelin, Denis Kleyko, Deniz Yuret, Derek Chen, Derek Tam, Dieuwke Hupkes, Diganta Misra, Dilyar Buzan, Dimitri Coelho Mollo, Diyi Yang, Dong-Ho Lee, Dylan Schrader, Ekaterina Shutova, Ekin Dogus Cubuk, Elad Segal, Eleanor Hagerman, Elizabeth Barnes, Elizabeth Donoway, Ellie Pavlick, Emanuele Rodolà, Emma Lam, Eric Chu, Eric Tang, Erkut Erdem, Ernie Chang, Ethan A. Chi, Ethan Dyer, Ethan J. Jerzak, Ethan Kim, Eunice Engefu Manyasi, Evgenii Zheltonozhskii, Fanyue Xia, Fatemeh Siar, Fernando Martínez-Plumed, Francesca Happé, François Chollet, Frieda Rong, Gaurav Mishra, Genta Indra Winata, Gerard de Melo, Germán Kruszewski, Giambattista Parascandolo, Giorgio Mariani, Gloria Wang, Gonzalo Jaimovitch-López, Gregor Betz, Guy Gur-Ari, Hana Galijasevic, Hannah Kim, Hannah Rashkin, Hannaneh Hajishirzi, Harsh Mehta, Hayden Bogar, Henry Shevlin, Hinrich Schütze, Hiromu Yakura, Hongming Zhang, Hugh Mee Wong, Ian Ng, Isaac Noble, Jaap Jumelet, Jack Geissinger, Jackson Kernion, Jacob Hilton, Jaehoon Lee, Jaime Fernández Fisac, James B. Simon, James Koppel, James Zheng, James Zou, Jan Kocon, Jana Thompson, Janelle Wingfield, Jared Kaplan, Jarema Radom, Jascha Sohl-Dickstein, Jason Phang, Jason Wei, Jason Yosinski, Jekaterina Novikova, Jelle Bosscher, Jennifer Marsh, Jeremy Kim, Jeroen Taal, Jesse H. Engel, Jesujoba Alabi, Jiacheng Xu, Jiaming Song, Jillian Tang, Joan Waweru, John Burden
, John Miller, John U. Balis, Jonathan Batchelder, Jonathan Berant, Jörg Frohberg, Jos Rozen, José Hernández-Orallo, Joseph Boudeman, Joseph Guerr, Joseph Jones, Joshua B. Tenenbaum, Joshua S. Rule, Joyce Chua, Kamil Kanclerz
, Karen Livescu, Karl Krauth, Karthik Gopalakrishnan, Katerina Ignatyeva, Katja Markert, Kaustubh D. Dhole, Kevin Gimpel, Kevin Omondi, Kory Mathewson, Kristen Chiafullo, Ksenia Shkaruta, Kumar Shridhar, Kyle McDonell, Kyle Richardson, Laria Reynolds, Leo Gao, Li Zhang, Liam Dugan, Lianhui Qin, Lidia Contreras Ochando, Louis-Philippe Morency, Luca Moschella, Lucas Lam, Lucy Noble, Ludwig Schmidt, Luheng He, Luis Oliveros Colón, Luke Metz, Lütfi Kerem Senel, Maarten Bosma, Maarten Sap, Maartje ter Hoeve, Maheen Farooqi, Manaal Faruqui, Mantas Mazeika, Marco Baturan, Marco Marelli, Marco Maru, María José Ramírez-Quintana, Marie Tolkiehn, Mario Giulianelli, Martha Lewis, Martin Potthast, Matthew L. Leavitt, Matthias Hagen, Mátyás Schubert, Medina Baitemirova, Melody Arnaud, Melvin McElrath, Michael A. Yee, Michael Cohen, Michael Gu, Michael I. Ivanitskiy, Michael Starritt, Michael Strube, Michal Swedrowski, Michele Bevilacqua, Michihiro Yasunaga, Mihir Kale, Mike Cain, Mimee Xu, Mirac Suzgun, Mitch Walker, Mo Tiwari, Mohit Bansal, Moin Aminnaseri, Mor Geva, Mozhdeh Gheini, Mukund Varma T., Nanyun Peng, Nathan A. Chi, Nayeon Lee, Neta Gur-Ari Krakover, Nicholas Cameron, Nicholas Roberts, Nick Doiron, Nicole Martinez, Nikita Nangia, Niklas Deckers, Niklas Muennighoff, Nitish Shirish Keskar, Niveditha Iyer, Noah Constant, Noah Fiedel, Nuan Wen, Oliver Zhang, Omar Agha, Omar Elbaghdadi, Omer Levy, Owain Evans, Pablo Antonio Moreno Casares, Parth Doshi, Pascale Fung, Paul Pu Liang, Paul Vicol, Pegah Alipoormolabashi, Peiyuan Liao, Percy Liang, Peter Chang, Peter Eckersley, Phu Mon Htut, Pinyu Hwang, Piotr Milkowski, Piyush Patil, Pouya Pezeshkpour, Priti Oli, Qiaozhu Mei, Qing Lyu, Qinlang Chen, Rabin Banjade, Rachel Etta Rudolph, Raefer Gabriel, Rahel Habacker, Ramon Risco, Raphaël Millière, Rhythm Garg, Richard Barnes, Rif A. Saurous, Riku Arakawa, Robbe Raymaekers, Robert Frank, Rohan Sikand, Roman Novak, Roman Sitelew, Ronan LeBras, Rosanne Liu, Rowan Jacobs, Rui Zhang, Ruslan Salakhutdinov, Ryan Chi, Ryan Lee, Ryan Stovall, Ryan Teehan, Rylan Yang, Sahib Singh, Saif M. Mohammad, Sajant Anand, Sam Dillavou, Sam Shleifer, Sam Wiseman, Samuel Gruetter, Samuel R. Bowman, Samuel S. Schoenholz, Sanghyun Han, Sanjeev Kwatra, Sarah A. Rous, Sarik Ghazarian, Sayan Ghosh, Sean Casey, Sebastian Bischoff, Sebastian Gehrmann, Sebastian Schuster, Sepideh Sadeghi, Shadi Hamdan, Sharon Zhou, Shashank Srivastava, Sherry Shi, Shikhar Singh, Shima Asaadi, Shixiang Shane Gu, Shubh Pachchigar, Shubham Toshniwal, Shyam Upadhyay, Shyamolima (Shammie) Debnath, Siamak Shakeri, Simon Thormeyer, Simone Melzi, Siva Reddy, Sneha Priscilla Makini, Soo-Hwan Lee, Spencer Torene, Sriharsha Hatwar, Stanislas Dehaene, Stefan Divic, Stefano Ermon, Stella Biderman, Stephanie Lin, Stephen Prasad, Steven T. Piantadosi, Stuart M. Shieber, Summer Misherghi, Svetlana Kiritchenko, Swaroop Mishra, Tal Linzen, Tal Schuster
, Tao Li, Tao Yu, Tariq Ali, Tatsu Hashimoto, Te-Lin Wu, Théo Desbordes, Theodore Rothschild, Thomas Phan, Tianle Wang, Tiberius Nkinyili, Timo Schick, Timofei Kornev, Titus Tunduny, Tobias Gerstenberg, Trenton Chang, Trishala Neeraj, Tushar Khot, Tyler Shultz, Uri Shaham, Vedant Misra, Vera Demberg, Victoria Nyamai, Vikas Raunak, Vinay V. Ramasesh, Vinay Uday Prabhu, Vishakh Padmakumar, Vivek Srikumar, William Fedus, William Saunders, William Zhang, Wout Vossen, Xiang Ren, Xiaoyu Tong, Xinran Zhao, Xinyi Wu, Xudong Shen, Yadollah Yaghoobzadeh, Yair Lakretz, Yangqiu Song, Yasaman Bahri, Yejin Choi, Yichi Yang, Yiding Hao, Yifu Chen, Yonatan Belinkov, Yu Hou, Yufang Hou, Yuntao Bai, Zachary Seid, Zhuoye Zhao, Zijian Wang, Zijie J. Wang, Zirui Wang, Ziyi Wu:
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models. CoRR abs/2206.04615 (2022) - [i26]Ping-Chen Huang, Denis Kleyko, Jan M. Rabaey, Bruno A. Olshausen, Pentti Kanerva:
Computing with Hypervectors for Efficient Speaker Identification. CoRR abs/2208.13285 (2022) - [i25]Connor Bybee, Denis Kleyko, Dmitri E. Nikonov, Amir Khosrowshahi, Bruno A. Olshausen, Friedrich T. Sommer:
Efficient Optimization with Higher-Order Ising Machines. CoRR abs/2212.03426 (2022) - 2021
- [j14]Denis Kleyko
, Mansour Kheffache
, Edward Paxon Frady, Urban Wiklund
, Evgeny Osipov
:
Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 32(8): 3777-3783 (2021) - [c26]Pedro Alonso, Kumar Shridhar, Denis Kleyko
, Evgeny Osipov, Marcus Liwicki:
HyperEmbed: Tradeoffs Between Resources and Performance in NLP Tasks with Hyperdimensional Computing Enabled Embedding of n-gram Statistics. IJCNN 2021: 1-9 - [c25]Cameron Diao, Denis Kleyko
, Jan M. Rabaey, Bruno A. Olshausen:
Generalized Learning Vector Quantization for Classification in Randomized Neural Networks and Hyperdimensional Computing. IJCNN 2021: 1-9 - [c24]Antonello Rosato, Massimo Panella
, Denis Kleyko
:
Hyperdimensional Computing for Efficient Distributed Classification with Randomized Neural Networks. IJCNN 2021: 1-10 - [c23]Antonello Rosato, Massimo Panella
, Evgeny Osipov, Denis Kleyko
:
On Effects of Compression with Hyperdimensional Computing in Distributed Randomized Neural Networks. IWANN (2) 2021: 155-167 - [i24]Antonello Rosato, Massimo Panella, Denis Kleyko:
Hyperdimensional Computing for Efficient Distributed Classification with Randomized Neural Networks. CoRR abs/2106.00881 (2021) - [i23]Denis Kleyko, Mike Davies, Edward Paxon Frady, Pentti Kanerva, Spencer J. Kent, Bruno A. Olshausen, Evgeny Osipov, Jan M. Rabaey, Dmitri A. Rachkovskij, Abbas Rahimi, Friedrich T. Sommer:
Vector Symbolic Architectures as a Computing Framework for Nanoscale Hardware. CoRR abs/2106.05268 (2021) - [i22]Cameron Diao, Denis Kleyko, Jan M. Rabaey, Bruno A. Olshausen:
Generalized Learning Vector Quantization for Classification in Randomized Neural Networks and Hyperdimensional Computing. CoRR abs/2106.09821 (2021) - [i21]Antonello Rosato, Massimo Panella, Evgeny Osipov, Denis Kleyko:
On Effects of Compression with Hyperdimensional Computing in Distributed Randomized Neural Networks. CoRR abs/2106.09831 (2021) - [i20]Edward Paxon Frady, Denis Kleyko, Christopher J. Kymn, Bruno A. Olshausen, Friedrich T. Sommer:
Computing on Functions Using Randomized Vector Representations. CoRR abs/2109.03429 (2021) - [i19]Evgeny Osipov, Sachin Kahawala, Dilantha Haputhanthri, Thimal Kempitiya, Daswin De Silva, Damminda Alahakoon, Denis Kleyko:
HyperSeed: Unsupervised Learning with Vector Symbolic Architectures. CoRR abs/2110.08343 (2021) - [i18]Denis Kleyko, Dmitri A. Rachkovskij, Evgeny Osipov, Abbas Rahimi:
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations. CoRR abs/2111.06077 (2021) - [i17]Kaustubh D. Dhole, Varun Gangal, Sebastian Gehrmann, Aadesh Gupta, Zhenhao Li, Saad Mahamood, Abinaya Mahendiran, Simon Mille, Ashish Srivastava, Samson Tan, Tongshuang Wu, Jascha Sohl-Dickstein, Jinho D. Choi, Eduard H. Hovy, Ondrej Dusek, Sebastian Ruder, Sajant Anand, Nagender Aneja, Rabin Banjade, Lisa Barthe, Hanna Behnke, Ian Berlot-Attwell, Connor Boyle, Caroline Brun, Marco Antonio Sobrevilla Cabezudo, Samuel Cahyawijaya, Emile Chapuis, Wanxiang Che, Mukund Choudhary, Christian Clauss, Pierre Colombo, Filip Cornell, Gautier Dagan, Mayukh Das, Tanay Dixit, Thomas Dopierre, Paul-Alexis Dray, Suchitra Dubey, Tatiana Ekeinhor, Marco Di Giovanni, Tanya Goyal, Rishabh Gupta, Louanes Hamla, Sang Han, Fabrice Harel-Canada, Antoine Honore, Ishan Jindal, Przemyslaw K. Joniak, Denis Kleyko, Venelin Kovatchev, Kalpesh Krishna, Ashutosh Kumar, Stefan Langer, Seungjae Ryan Lee, Corey James Levinson, Hualou Liang, Kaizhao Liang, Zhexiong Liu, Andrey Lukyanenko, Vukosi Marivate, Gerard de Melo, Simon Meoni, Maxime Meyer, Afnan Mir, Nafise Sadat Moosavi, Niklas Muennighoff, Timothy Sum Hon Mun, Kenton Murray, Marcin Namysl, Maria Obedkova, Priti Oli, Nivranshu Pasricha, Jan Pfister, Richard Plant, Vinay Prabhu, Vasile Pais, Libo Qin, Shahab Raji, Pawan Kumar Rajpoot, Vikas Raunak, Roy Rinberg, Nicholas Roberts, Juan Diego Rodriguez, Claude Roux, Paulo Henrique Santos Vasconcellos, Ananya B. Sai, Robin M. Schmidt, Thomas Scialom, Tshephisho Sefara, Saqib Shamsi, Xudong Shen, Yiwen Shi, Haoyue Shi, Anna Shvets, Nick Siegel, Damien Sileo
, Jamie Simon, Chandan Singh, Roman Sitelew, Priyank Soni, Taylor Sorensen, William Soto, Aman Srivastava, K. V. Aditya Srivatsa, Tony Sun, Mukund Varma T., A. Tabassum, Fiona Anting Tan, Ryan Teehan, Mo Tiwari, Marie Tolkiehn, Athena Wang, Zijian Wang, Zijie J. Wang, Gloria Wang, Fuxuan Wei, Bryan Wilie, Genta Indra Winata, Xinyi Wu, Witold Wydmanski
, Tianbao Xie, Usama Yaseen, Michael A. Yee, Jing Zhang, Yue Zhang:
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation. CoRR abs/2112.02721 (2021) - [i16]Denis Kleyko, Dmitri A. Rachkovskij, Evgeny Osipov, Abbas Rahimi:
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges. CoRR abs/2112.15424 (2021) - 2020
- [j13]Denis Kleyko
, Abbas Rahimi
, Ross W. Gayler
, Evgeny Osipov:
Autoscaling Bloom filter: controlling trade-off between true and false positives. Neural Comput. Appl. 32(8): 3675-3684 (2020) - [j12]David Rutqvist, Denis Kleyko
, Fredrik Blomstedt:
An Automated Machine Learning Approach for Smart Waste Management Systems. IEEE Trans. Ind. Informatics 16(1): 384-392 (2020) - [c22]Kumar Shridhar, Harshil Jain, Akshat Agarwal, Denis Kleyko
:
End to End Binarized Neural Networks for Text Classification. SustaiNLP@EMNLP 2020: 29-34 - [i15]Pedro Alonso, Kumar Shridhar, Denis Kleyko, Evgeny Osipov, Marcus Liwicki:
HyperEmbed: Tradeoffs Between Resources and Performance in NLP Tasks with Hyperdimensional Computing enabled Embedding of n-gram Statistics. CoRR abs/2003.01821 (2020) - [i14]Denis Kleyko, Ross W. Gayler, Evgeny Osipov:
Commentaries on "Learning Sensorimotor Control with Neuromorphic Sensors: Toward Hyperdimensional Active Perception" [Science Robotics Vol 4 Issue 30 (2019) 1-10. CoRR abs/2003.11458 (2020) - [i13]Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer:
Variable Binding for Sparse Distributed Representations: Theory and Applications. CoRR abs/2009.06734 (2020) - [i12]Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer:
Cellular Automata Can Reduce Memory Requirements of Collective-State Computing. CoRR abs/2010.03585 (2020) - [i11]Harshil Jain, Akshat Agarwal, Kumar Shridhar, Denis Kleyko:
End to End Binarized Neural Networks for Text Classification. CoRR abs/2010.05223 (2020) - [i10]Denis Kleyko, Antonello Rosato, Edward Paxon Frady, Massimo Panella, Friedrich T. Sommer:
Perceptron Theory for Predicting the Accuracy of Neural Networks. CoRR abs/2012.07881 (2020)
2010 – 2019
- 2019
- [j11]P. V. Krasheninnikov, O. G. Melent'ev, Denis Kleyko, Alexey Shapin:
Parameter Estimation for the Resulting Logical Channel Formed by Minimizing Channel Switching. Autom. Remote. Control. 80(2): 278-285 (2019) - [j10]Denis Kleyko
, Evgeny Osipov, Urban Wiklund:
A Hyperdimensional Computing Framework for Analysis of Cardiorespiratory Synchronization During Paced Deep Breathing. IEEE Access 7: 34403-34415 (2019) - [j9]Nikita Lyamin
, Denis Kleyko
, Quentin Delooz
, Alexey V. Vinel
:
Real-Time Jamming DoS Detection in Safety-Critical V2V C-ITS Using Data Mining. IEEE Commun. Lett. 23(3): 442-445 (2019) - [c21]Denis Kleyko
, Evgeny Osipov, Daswin De Silva, Urban Wiklund, Valeriy Vyatkin, Damminda Alahakoon:
Distributed Representation of n-gram Statistics for Boosting Self-organizing Maps with Hyperdimensional Computing. Ershov Informatics Conference 2019: 64-79 - [c20]Niklas Karvonen, Joakim Nilsson, Denis Kleyko
, Lara Lorna Jiménez:
Low-Power Classification using FPGA - An Approach based on Cellular Automata, Neural Networks, and Hyperdimensional Computing. ICMLA 2019: 370-375 - [c19]Denis Kleyko
, Evgeny Osipov, Daswin De Silva, Urban Wiklund, Damminda Alahakoon:
Integer Self-Organizing Maps for Digital Hardware. IJCNN 2019: 1-8 - [c18]Tharindu R. Bandaragoda, Daswin De Silva, Denis Kleyko
, Evgeny Osipov, Urban Wiklund, Damminda Alahakoon:
Trajectory clustering of road traffic in urban environments using incremental machine learning in combination with hyperdimensional computing. ITSC 2019: 1664-1670 - [i9]Denis Kleyko, Mansour Kheffache, Edward Paxon Frady, Urban Wiklund, Evgeny Osipov:
Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks. CoRR abs/1909.09153 (2019) - 2018
- [b1]Denis Kleyko:
Vector Symbolic Architectures and their applications: Computing with random vectors in a hyperdimensional space. Lulea University of Technology, Sweden, 2018 - [j8]Denis Kleyko
, Evgeny Osipov, Nikolaos Papakonstantinou
, Valeriy Vyatkin:
Hyperdimensional Computing in Industrial Systems: The Use-Case of Distributed Fault Isolation in a Power Plant. IEEE Access 6: 30766-30777 (2018) - [j7]Edward Paxon Frady, Denis Kleyko
, Friedrich T. Sommer:
A Theory of Sequence Indexing and Working Memory in Recurrent Neural Networks. Neural Comput. 30(6) (2018) - [j6]Nikita Lyamin
, Denis Kleyko
, Quentin Delooz, Alexey V. Vinel:
AI-Based Malicious Network Traffic Detection in VANETs. IEEE Netw. 32(6): 15-21 (2018) - [j5]Daniel Wedekind
, Denis Kleyko
, Evgeny Osipov
, Hagen Malberg, Sebastian Zaunseder
, Urban Wiklund
:
Robust Methods for Automated Selection of Cardiac Signals After Blind Source Separation. IEEE Trans. Biomed. Eng. 65(10): 2248-2258 (2018) - [j4]Denis Kleyko
, Abbas Rahimi
, Dmitri A. Rachkovskij
, Evgeny Osipov
, Jan M. Rabaey
:
Classification and Recall With Binary Hyperdimensional Computing: Tradeoffs in Choice of Density and Mapping Characteristics. IEEE Trans. Neural Networks Learn. Syst. 29(12): 5880-5898 (2018) - [c17]Anara Abdukalikova, Denis Kleyko
, Evgeny Osipov, Urban Wiklund:
Detection of Atrial Fibrillation From Short ECGs: Minimalistic Complexity Analysis for Feature-Based Classifiers. CinC 2018: 1-4 - [c16]Denis Kleyko
, Evgeny Osipov, Urban Wiklund:
Vector-Based Analysis of the Similarity Between Breathing and Heart Rate During Paced Deep Breathing. CinC 2018: 1-4 - [c15]Niklas Karvonen
, Denis Kleyko
:
A Domain Knowledge-Based Solution for Human Activity Recognition: The UJA Dataset Analysis. UCAmI 2018: 1261 - [i8]Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer:
A theory of sequence indexing and working memory in recurrent neural networks. CoRR abs/1803.00412 (2018) - 2017
- [j3]Abbas Rahimi
, Sohum Datta, Denis Kleyko
, Edward Paxon Frady, Bruno A. Olshausen, Pentti Kanerva, Jan M. Rabaey:
High-Dimensional Computing as a Nanoscalable Paradigm. IEEE Trans. Circuits Syst. I Regul. Pap. 64-I(9): 2508-2521 (2017) - [j2]Denis Kleyko
, Evgeny Osipov
, Alexander Senior, Asad I. Khan
, Yasar Ahmet Sekercioglu
:
Holographic Graph Neuron: A Bioinspired Architecture for Pattern Processing. IEEE Trans. Neural Networks Learn. Syst. 28(6): 1250-1262 (2017) - [c14]Evgeny Osipov, Denis Kleyko, Nikolaos Papakonstantinou:
Poster: Approximate Sensing with Vector Symbolic Architectures: The case of fault isolation in distributed automation systems. EWSN 2017: 224-225 - [c13]Evgeny Osipov, Denis Kleyko
, Alexander I. Legalov:
Associative synthesis of finite state automata model of a controlled object with hyperdimensional computing. IECON 2017: 3276-3281 - [c12]Denis Kleyko
, Sameer Khan
, Evgeny Osipov, Suet-Peng Yong:
Modality classification of medical images with distributed representations based on cellular automata reservoir computing. ISBI 2017: 1053-1056 - [i7]Denis Kleyko, Abbas Rahimi, Evgeny Osipov:
Autoscaling Bloom Filter: Controlling Trade-off Between True and False Positives. CoRR abs/1705.03934 (2017) - [i6]Denis Kleyko, Edward Paxon Frady, Evgeny Osipov:
Integer Echo State Networks: Hyperdimensional Reservoir Computing. CoRR abs/1706.00280 (2017) - [i5]Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer:
Theory of the superposition principle for randomized connectionist representations in neural networks. CoRR abs/1707.01429 (2017) - [i4]V. I. Gritsenko, Dmitri A. Rachkovskij, A. A. Frolov, Ross W. Gayler, Denis Kleyko, Evgeny Osipov:
Neural Distributed Autoassociative Memories: A Survey. CoRR abs/1709.00848 (2017) - 2016
- [c11]Denis Kleyko
, Evgeny Osipov, Dmitri A. Rachkovskij
:
Modification of Holographic Graph Neuron Using Sparse Distributed Representations. BICA 2016: 39-45 - [c10]Denis Kleyko
, Evgeny Osipov, Ross W. Gayler
:
Recognizing Permuted Words with Vector Symbolic Architectures: A Cambridge Test for Machines. BICA 2016: 169-175 - [c9]Daniel Wedekind, Denis Kleyko, Evgeny Osipov, Hagen Malberg, Sebastian Zaunseder, Urban Wiklund:
Sparse Coding of Cardiac Signals for Automated Component Selection after Blind Source Separation. CinC 2016 - [c8]Denis Kleyko
, Roland Hostettler, Nikita Lyamin
, Wolfgang Birk, Urban Wiklund, Evgeny Osipov:
Vehicle classification using road side sensors and feature-free data smashing approach. ITSC 2016: 1988-1993 - 2015
- [c7]Denis Kleyko
, Evgeny Osipov
, Magnus Björk, Henrik Toresson, Anton Öberg:
Fly-The-Bee: A Game Imitating Concept Learning in Bees. BICA 2015: 25-30 - [c6]Denis Kleyko
, Evgeny Osipov
, Nikolaos Papakonstantinou
, Valeriy Vyatkin, Arash Mousavi:
Fault detection in the hyperspace: Towards intelligent automation systems. INDIN 2015: 1219-1224 - [c5]Denis Kleyko
, Roland Hostettler, Wolfgang Birk, Evgeny Osipov
:
Comparison of Machine Learning Techniques for Vehicle Classification Using Road Side Sensors. ITSC 2015: 572-577 - [i3]Evgeny Osipov, Denis Kleyko:
An Approach for Self-Adaptive Path Loss Modeling for Accurate Positioning in Underground Environments. CoRR abs/1501.03757 (2015) - [i2]Denis Kleyko, Evgeny Osipov, Alexander Senior, Asad I. Khan, Y. Ahmet Sekercioglu:
Holographic Graph Neuron: a Bio-Inspired Architecture for Pattern Processing. CoRR abs/1501.03784 (2015) - [i1]Alexey Shapin, Denis Kleyko, Nikita Lyamin, Evgeny Osipov, Oleg Melentyev:
Performance Peculiarities of Viterbi Decoder in Mathworks Simulink, GNU Radio and Other Systems with Likewise Implementation. CoRR abs/1510.01139 (2015) - 2014
- [j1]Sasitharan Balasubramaniam
, Nikita Lyamin
, Denis Kleyko
, Mikael Skurnik, Alexey V. Vinel, Yevgeni Koucheryavy
:
Exploiting bacterial properties for multi-hop nanonetworks. IEEE Commun. Mag. 52(7): 184-191 (2014) - [c4]Denis Kleyko
, Evgeny Osipov
:
On Bidirectional Transitions between Localist and Distributed Representations: The Case of Common Substrings Search Using Vector Symbolic Architecture. BICA 2014: 104-113 - [c3]Denis Kleyko
, Evgeny Osipov
, Sandeep Patil
, Valeriy Vyatkin, Zhibo Pang:
On methodology of implementing distributed function block applications using TinyOS WSN nodes. ETFA 2014: 1-7 - [c2]Denis Kleyko
, Nikita Lyamin, Evgeny Osipov:
Modified Algorithm of Dynamic Frequency Hopping (DFH) in the IEEE 802.22 Standard. MACOM 2014: 75-83 - 2012
- [c1]Denis Kleyko
, Nikita Lyamin
, Evgeny Osipov
, Laurynas Riliskis
:
Dependable MAC Layer Architecture Based on Holographic Data Representation Using Hyper-Dimensional Binary Spatter Codes. MACOM 2012: 134-145
Coauthor Index
![](https://dblp.uni-trier.de/img/cog.dark.24x24.png)
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