PUBLICATIONS | ||
K. Iigaya, S. Fusi | ||
2013 | Dynamical regimes in neural network models of matching behavior | |
Neural computation 25, 3093-3112 (2013) | ||
L.J. Drew, S. Fusi, R. Hen | ||
2013 | Adult neurogenesis in the mammalian hippocampus: Why the dentate gyrus? | HTML |
Learning & Memory 20, 710-729 (2013) | ||
M. Rigotti, O. Barak, M.R. Warden, X.-J. Wang, N.D. Daw, E.K. Miller, S. Fusi | ||
2013 | Internal representation of task rules by recurrent dynamics: the importance of the diversity of neural responses | HTML |
Nature 497, 585-590 (2013) | ||
E.K. Miller, S. Fusi | ||
2013 | Limber neurons for a nimble mind. | |
Neuron 78, 211-213 (2013) | ||
A. Roxin, S. Fusi | ||
2013 | Efficient Partitioning of Memory Systems and Its Importance for Memory Consolidation | HTML |
PLoS Comput Biol 9(7): e1003146. doi:10.1371/journal.pcbi.1003146 (2013) | ||
S. Ostojic, S. Fusi | ||
2013 | Synaptic encoding of temporal contiguity | HTML |
Front Comput Neurosci. 2013 Apr 12;7:32. doi: 10.3389/fncom.2013.00032 (2013) | ||
O. Barak, M. Rigotti, S. Fusi | ||
2013 | The sparseness of mixed selectivity neurons controls the generalization-discrimination trade-off | |
Journal of Neuroscience 33, 3844-56 (2013) | ||
2010 | ||
M. Rigotti, D. D. Ben Dayan Rubin, X.-J. Wang and S. Fusi | ||
2010 | Internal representation of task rules by recurrent dynamics: the importance of the diversity of neural responses | |
Frontiers in Computational Neuroscience, 4, doi: 10.3389/fncom.2010.00024 (2010) | ||
M. Rigotti and D.D. Ben Dayan Rubin and S. E. Morrison and C. D. Salzman and S. Fusi | ||
2010 | Attractor concretion as a mechanism for the formation of context representations | |
Neuroimage, 52, 833 - 847 (2010) | ||
C. D. Salzman and S. Fusi | ||
2010 | Emotion, cognition, and mental state representation in amygdala and prefrontal cortex | |
Annual Review in Neuroscience 33, 173-202 (2010) | ||
2009 | ||
S. Mitra, S. Fusi and G. Indiveri, G. | ||
2009 | Real-Time Classification of Complex Patterns Using Spike-Based Learning in Neuromorphic VLSI | |
IEEE Transactions on Biomedical Circuits and Systems3, 32-42 (2009) | ||
2008 | ||
G. La Camera, M. Giugliano, W. Senn and S. Fusi | ||
2008 | The response of cortical neurons to in vivo-like input current: theory and experiment I. Noisy inputs with stationary statistics | |
Biological Cybernetics 99, 279-301 (2008) | ||
M. Giugliano, G. La Camera, S. Fusi and W. Senn | ||
2008 | The response of cortical neurons to in vivo-like input current: theory and experiment: II. Time-varying and spatially distributed inputs | |
Biological Cybernetics 99, 303-318 (2008) | ||
H. Köndgen, C. Geisler, S. Fusi, X.-J. Wang, H.-R. Lüscher, and M. Giugliano | ||
2008 | The dynamical response properties of neocortical neurons to temporally modulated noisy inputs in vitro | |
Cerebral Cortex, 18, 2086-2097 (2008) | ||
S. Fusi | ||
2008 | A quiescent working memory (Perspective) | |
Science, 319 1495-1496 (2008) | ||
2007 | ||
D.D. Ben Dayan Rubin and S. Fusi | ||
2007 | Long memory lifetimes require complex synapses and limited sparseness | |
Frontiers in Computational Neuroscience, 1:7. doi:10.3389/neuro.10/007.2007 | ||
G. Indiveri and S. Fusi | ||
2007 | Spike-based learning in VLSI networks of integrate-and-fire neurons | |
Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS 07) 3371-3374, IEEE (2007) | ||
S. Mitra, G. Indiveri and S. Fusi | ||
2007 | Learning to classify complex patterns using a VLSI network of spiking neurons | |
Advances in Neural Information Processing Systems, Cambridge (MA), Dec, 2007, in press | ||
S. Mitra, G. Indiveri and S. Fusi | ||
2007 | Robust classification of correlated patterns with a neuromorphic VLSI network of spiking neurons | |
IEEE BioCAS 87-90 Nov (2007) | ||
J.M. Brader, W. Senn and S. Fusi | ||
2007 | Learning real world stimuli in a neural network with spike driven synaptic dynamics | |
Neural Computation, 19, 2881-2912 (2007) | ||
S. Fusi, W.F. Asaad, E.K. Miller, X-J. Wang | ||
2007 | A neural circuit model of flexible sensori-motor mapping: learning and forgetting on multiple timescales | PDF Supp |
Neuron, 54, 319-333 (2007) | ||
S. Fusi, L.F. Abbott | ||
2007 | Limits on the memory storage capacity of bounded synapses | |
Nature Neuroscience, 485-493, 10 (2007) | ||
M. Mattia, M. Rigotti and S. Fusi | ||
2007 | Event driven transitions between attractors in spiking networks | |
Cosyne 2007 | ||
M. Rigotti, D. Ben Dayan Rubin, X-J. Wang and S. Fusi | ||
2007 | The importance of neural diversity in complex cognitive tasks | |
Cosyne 2007 | ||
D. Ben Dayan Rubin and S. Fusi | ||
2007 | Noise based memories | |
Cosyne 2007 | ||
2006 | ||
E. Curti, X.-J. Wang and S. Fusi | ||
2006 | Mechanisms for the formation of neural representations of abstract rules | |
CNS*2006 | ||
D.D. Ben Dayan Rubin and S. Fusi | ||
2006 | Storing sparse random patterns with cascade synapses | |
CNS*2006 | ||
E. Curti, X.-J. Wang, S. Fusi | ||
2006 | Formation of attractor representation of abstract rules in cortical networks | HTML |
Cosyne 2006 | ||
G. La Camera, A. Rauch, D. Thurbon, H-R. Luscher, W. Senn, and S. Fusi | ||
2006 | Multiple time scales of temporal response in pyramidal and fast spiking cortical neurons | |
Journal of Neurophysiology 96 3448-3464 | ||
S. Fusi and W. Senn | ||
2006 | Eluding oblivion with smart stochastic selection of synaptic updates | |
Chaos, An Interdisciplinary Journal of Nonlinear Science, 16, 026112 | ||
S. Mitra, S. Fusi, G. Indiveri | ||
2006 | A VLSI spike-driven dynamic synapse which learns only when necessary | |
ISCAS 2006 | ||
M. Szabo, G. Deco, S. Fusi, P. Del Giudice, M. Mattia and M. Stetter | ||
2006 | Learning to attend: modelling the shaping of selectivity in infero-temporal cortex in a categorization task | |
Biological Cybernetics, 94(5) 351-365 | ||
2005 | ||
S. Fusi, W. F. Asaad, E. K. Miller, X.-J. Wang | ||
2005 | Learning and forgetting visuo-motor associations in changing environments | |
COSYNE abstract (2005) | ||
M. Coath, J.M. Brader, S. Fusi, S.L. Denham | ||
2005 | Multiple views of the response of an ensemble of spectro-temporal features support concurrent classification of utterance, prosody, sex and speaker identity | |
NETWORK, Computation in Neural Systems, 16, 285-300 (2005) | ||
W. Senn and S. Fusi | ||
2005 | Learning only when necessary: better memories of correlated patterns in networks with bounded synapses | |
Neural Computation, 2106-2138, 17 (2005) | ||
W. Senn and S. Fusi | ||
2005 | Convergence of stochastic learning in perceptrons with binary synapses | |
Phys. Rev. E, 71, 061907 (2005) | ||
S. Fusi, P.J. Drew, L.F. Abbott | ||
2005 | Cascade models of synaptically stored memories | |
Neuron, 45, 599-611, (2005) | ||
2004 | ||
W. Senn and S. Fusi | ||
2004 | Slow stochastic learning with global inhibition: a biological solution to the binary perceptron problem | |
Neurocomputing, 58-60, 321-326 (2004) | ||
G. La Camera, W. Senn and S. Fusi | ||
2004 | Comparison between networks of conductance- and current-driven neurons: stationary spike rates and subthreshold depolarization | |
Neurocomputing, 58-60, 253-258 (2004) | ||
G. La Camera, A. Rauch, H-R. Luescher, W. Senn, S. Fusi | ||
2004 | Minimal models of adapted neuronal response to in vivo-like input currents | |
Neural Computation, 16, 2101-2124 (2004) | ||
A. Reutimann, V. Yakovlev, S. Fusi, W. Senn | ||
2004 | Climbing neuronal activity as an event-based cortical representation of time | |
The Journal of Neuroscience, 24, 3295-3303 (2004) | ||
2003 | ||
P. Del Giudice, S. Fusi and M. Mattia | ||
2003 | Modeling the formation of working memory with networks of integrate-and-fire neurons connected by plastic synapses | |
J. Phys. Paris, 97, 659--681 (2003) | ||
A. Rauch, G. La Camera, H.-R. Luescher, W. Senn, S. Fusi | ||
2003 | Neocortical pyramidal cells respond as integrate-and-fire neurons to in vivo-like input currents | |
Journal of Neurophysiology, 90, 1598-1612 (2003) | ||
G. La Camera, W. Senn and S. Fusi | ||
2003 | Equivalent networks of conductance- and current-driven neurons | |
O. Kaynak (Ed.): Supplementary Proceedings of ICANN/ICONIP 2003, LNCS 2714, pp. 449-452, Springer-Verlag (2003) | ||
S. Fusi | ||
2003 | Spike-driven synaptic plasticity for learning correlated patterns of mean firing rates | |
Reviews in the Neurosciences, 14, 73-84 (2003) | ||
E. Chicca, D. Badoni, V. Dante, M. D'Andreagiovanni, G. Salina, L. Carota, S. Fusi and P. Del Giudice | ||
2003 | A VLSI recurrent network of integrate-and-fire neurons connected by plastic synapses with long term memory | |
IEEE Trans. Neur. Networks, Vol 14, No. 5, 1297-1307 (2003) | ||
J. Reutimann, M. Giugliano and S. Fusi, | ||
2003 | Event-driven simulation of spiking neurons with stochastic dynamics | |
Neural Computation, 15, 811-830 (2003) | ||
2002 | ||
S. Fusi | ||
2002 | Hebbian spike-driven synaptic plasticity for learning patterns of mean firing rates | |
Biological Cybernetics, 87, 459-470, (2002) | ||
G. La Camera, S. Fusi, W. Senn, A. Rauch and H-R Luescher | ||
2002 | When NMDA receptor conductances increase inter-spike interval variability | PS |
Proc. of ICANN 2002, Dorronsoro Ed.,Springer Verlag, 235-240 | ||
S. Fusi | ||
2002 | Spike-driven synaptic plasticity for learning correlated patterns of asynchronous activity | |
Proc. of ICANN 2002, Dorronsoro Ed., 241-247, Springer Verlag | ||
G. La Camera, A. Rauch, W. Senn, H-R Luescher and S. Fusi | ||
2002 | Firing rate adaptation without losing sensitivity to fluctuations | PS |
Proc. of ICANN 2002, Dorronsoro Ed., Springer Verlag, 180-185 | ||
M. Giugliano, G. La Camera, A. Rauch, H-R Luescher and S. Fusi | ||
2002 | Non-monotonic current-to-rate response function in a novel integrate-and-fire model neuron | PS |
Proc. of ICANN 2002, Dorronsoro Ed., Springer Verlag, 141-146 | ||
2001 | ||
E. Chicca, S. Fusi | ||
2001 | Stochastic synaptic plasticity in deterministic aVLSI networks of spiking neurons | |
Proc. of the World Congress on Neuroinformatics, Editor Frank Rattay, ARGESIM/ASIM Verlag, Vienna, 2001, 468-477 | ||
J. Reutimann, M. Giugliano, and S. Fusi | ||
2001 | Event-driven simulation of spiking neurons embedded in very large networks | |
Proc. of the World Congress on Neuroinformatics, Editor Frank Rattay, ARGESIM/ASIM Verlag, Vienna, 2001, 456-461 | ||
S. Fusi | ||
2001 | Long term memory: encoding and storing strategies of the brain | |
NEUROCOMPUTING, 38, 1223-1228 JUN 2001 | ||
O. Rosenthal, S. Fusi, S. Hochstein | ||
2001 | Forming classes by stimulus frequency: Behavior and theory | |
Proc.Natl.Acad.Sci., 98, 7, 4265-4270 (2001) | ||
2000 | ||
S. Fusi, P. Del Giudice, D.J. Amit | ||
2000 | Neurophysiology of a VLSI spiking neural network: LANN21 | |
Proceedings of the IEEE-INNS-ENNS International Joint Conference on | ||
Neural Networks, Editors S-I.Amari, L. Giles, M. Gori, V. Piuri, III, 121-126 (2000) | ||
S. Fusi, M. Annunziato, D. Badoni, A. Salamon, D.J. Amit | ||
2000 | Spike-driven synaptic plasticity: theory, simulation, VLSI implementation | |
Neural Computation, 12, 2227-2258 (2000) | ||
1992-1999 | ||
S. Fusi, M. Mattia | ||
1999 | Collective behavior of networks with linear (VLSI) Integrate and Fire Neurons | |
Neural Computation, 11, 633-652 (1999) | ||
D.J. Amit, P. Del Giudice and S. Fusi, | ||
1999 | Apprendimento dinamico della memoria di lavoro: una realizzazione in elettronica analogica | |
(in italian) ``Frontiere della vita'', 5, Istituto dell'Enciclopedia Italiana Treccani (1999), English version: Dynamic learning of working memory: an electronic implementation section IV, Implementations of neural devices for parallel distributed processing, vol III (intelligent systems) part II (building blocks for intelligent systems), 635-656, Frontiers of Life, Academic press, 2001 | ||
M. Annunziato, D. Badoni, S. Fusi, A. Salamon | ||
1998 | Analog VLSI implementation of a spike driven stochastic dynamical synapse | PS (compressed) |
Proceedings of the 8th International Conference on Artificial Neural Networks, Skövde, Sweden, September 1998, edited by L.Niklasson, M. Boden and T. Ziemke, Springer, 1, 475-480 | ||
M. Annunziato, S. Fusi | ||
1998 | Queuing theory for spike driven synaptic dynamics | PS (compressed) |
Proceedings of the 8th International Conference on Artificial Neural Networks, Skövde, Sweden, September 1998, edited by L.Niklasson, M. Boden and T. Ziemke, Springer, 1, 117-122 | ||
V. Yakovlev, S. Fusi, E. Berman, E. Zohary | ||
1998 | Inter-trial neuronal activity in infero-temporal cortex: a putative vehicle to generate long term associations | |
Nature Neuroscience, 1, No. 4, 310-317 (1998) | ||
N. Brunel, F. Carusi, S. Fusi | ||
1998 | Slow stochastic Hebbian learning of classes of stimuli in a recurrent neural network | |
NETWORK, 9, 123-152 (1998) | ||
P. Del Giudice, S. Fusi, D. Badoni, V. Dante, D.J. Amit | ||
1998 | Learning attractors in an asynchronous, stochastic electronic neural network | |
NETWORK, 9, 183-205 (1998) | ||
M. Mattia, S. Fusi | ||
1997 | Modeling Networks with VLSI (linear) Integrate and Fire Neurons | |
Proceedings of the 7th International Conference on Artificial Neural Networks, Losanna, Switzerland, September 1997 | ||
P. Del Giudice, S. Fusi | ||
1997 | Attractor dynamics in an electronic neural network | |
Proceedings of the 7th International Conference on Artificial Neural Networks, Losanna, Switzerland, September 1997 | ||
D.J. Amit, S. Fusi, V. Yakovlev | ||
1997 | Paradigmatic working memory (attractor) cell in IT cortex | |
Neural Computation, 9 1071-1093 (1997) | ||
D. Badoni, S. Bertazzoni, S. Buglioni, G. Salina, D.J. Amit, S. Fusi | ||
1995 | Electronic implementation of a stochastic learning attractor neural network | PS |
NETWORK, 6, 125-157 (1997) | ||
S. Fusi | ||
1995 | Prototype extraction in material attractor neural networks with stochastic dynamic learning | |
Proceedings of SPIE 95, Applications and science of artificial neural networks - Orlando, S.K. Rogers and D.W. Ruck, 2492, II, 1027-038 | ||
S. Fusi | ||
1995 | Hardware implementations as a tool for brain investigation | N/A |
International Journal of Neural Systems, (Supp. 1995) | ||
F.P. Battaglia, S. Fusi | ||
1995 | Learning in neural networks with partially structured synaptic transitions | |
NETWORK, 6 261 (1995) | ||
D.J. Amit, S. Fusi | ||
1994 | Learning in neural networks with material synapses | |
Neural Computation, 6, 957-982 (1994) | ||
D.J. Amit, S. Fusi | ||
1992 | Constraints on learning in dynamics synapses | |
NETWORK, 3, 443-464 (1992) | ||
My PhD Thesis (1999, Hebrew University of Jerusalem)