|
| PUBLICATIONS |
|
|
| |
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
|
PDF |
| |
Cerebral Cortex, doi:10.1093/cercor/bhm235 (2008) |
|
|
| |
S. Fusi |
|
| 2008 |
A quiescent working memory (Perspective)
|
PDF |
| |
Science, 319 1495-1496 (2008) |
|
|
| 2007 |
|
| |
D.D. Ben Dayan Rubin and S. Fusi |
|
| 2007 |
Long memory lifetimes require complex synapses and limited sparseness
|
PDF |
| |
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
|
PDF |
| |
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
|
PDF |
| |
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
|
PDF |
| |
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
|
PDF |
| |
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 |
PDF |
| | Nature Neuroscience, 485-493, 10 (2007) | |
|
| |
M. Mattia, M. Rigotti and S. Fusi |
|
| 2007 |
Event driven transitions between attractors in spiking networks
|
PDF |
| |
Cosyne 2007 |
|
|
| |
M. Rigotti, D. Ben Dayan Rubin, X-J. Wang and S. Fusi |
|
| 2007 |
The importance of neural diversity in complex cognitive tasks
|
PDF |
| |
Cosyne 2007 |
|
|
| |
D. Ben Dayan Rubin and S. Fusi |
|
| 2007 |
Noise based memories
|
PDF |
| |
Cosyne 2007 |
|
|
| 2006 |
|
| |
E. Curti, X.-J. Wang and S. Fusi |
|
| 2006 |
Mechanisms for the formation of neural representations of abstract rules
|
PDF |
| |
CNS*2006 |
|
|
| |
D.D. Ben Dayan Rubin and S. Fusi |
|
| 2006 |
Storing sparse random patterns with cascade synapses
|
PDF |
| |
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
|
PDF |
| |
Journal of Neurophysiology 96 3448-3464 |
|
|
| |
S. Fusi and W. Senn |
|
| 2006 |
Eluding oblivion with smart stochastic selection of synaptic updates
|
PDF |
| |
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
|
PDF |
| |
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
|
PDF |
| |
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
|
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
Neural Computation, 2106-2138, 17 (2005) |
|
|
| |
W. Senn and S. Fusi |
|
| 2005 |
Convergence of stochastic learning in perceptrons with binary synapses |
PDF |
| |
Phys. Rev. E, 71, 061907 (2005) |
|
|
| | S. Fusi, P.J. Drew, L.F. Abbott | |
| 2005 |
Cascade models of synaptically stored memories |
PDF |
| | 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 |
PDF |
| |
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 |
PDF |
| |
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
|
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
Journal of Neurophysiology, 90, 1598-1612 (2003) |
|
|
| |
G. La Camera, W. Senn and S. Fusi |
|
| 2003 |
Equivalent networks of conductance- and current-driven neurons
|
PDF |
| |
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 |
PDF |
| |
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
|
PDF |
| |
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
|
PDF |
| |
Neural Computation, 15, 811-830 (2003) |
|
|
| 2002 |
|
| |
S. Fusi |
|
| 2002 |
Hebbian spike-driven synaptic plasticity for learning patterns of
mean firing rates |
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
NEUROCOMPUTING, 38, 1223-1228 JUN 2001 |
|
|
| |
O. Rosenthal, S. Fusi, S. Hochstein |
|
| 2001 |
Forming classes by stimulus frequency: Behavior and theory |
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
Neural Computation, 12, 2227-2258 (2000) |
|
|
| 1992-1999 |
|
| |
S. Fusi, M. Mattia |
|
| 1999 |
Collective behavior of networks with linear (VLSI) Integrate and
Fire Neurons |
PDF |
| |
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 |
PDF |
| |
(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 |
PDF |
| |
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 |
PDF |
| |
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 |
PDF |
| |
NETWORK, 9, 183-205 (1998) |
|
|
| |
M. Mattia, S. Fusi |
|
| 1997 |
Modeling Networks with VLSI (linear) Integrate and Fire
Neurons |
PDF |
| |
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 |
PDF |
| |
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 |
PDF
|
| |
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 |
PDF |
| |
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 |
PDF |
| |
NETWORK, 6 261 (1995) |
|
|
| |
D.J. Amit, S. Fusi |
|
| 1994 |
Learning in neural networks with material synapses |
PDF |
| |
Neural Computation, 6, 957-982 (1994) |
|
|
| |
D.J. Amit, S. Fusi |
|
| 1992 |
Constraints on learning in dynamics synapses |
PDF |
| |
NETWORK, 3, 443-464 (1992) |
|
|
