Giacomo Pedretti

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 31

Top Topics

Unsupervised Learning

Top Venues

Adv. Intell. Syst.

IEEE Trans. Circuits Syst. I Regul. Pap.

Publications

Adnan Mehonic, Daniele Ielmini, Kaushik Roy, Onur Mutlu, Shahar Kvatinsky, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Sabina Spiga, Sergey Savelev, Alexander G. Balanov, Nitin Chawla, Giuseppe Desoli, Gerardo Malavena, Christian Monzio Compagnoni, Zhongrui Wang, J. Joshua Yang, Syed Ghazi Sarwat, Abu Sebastian, Thomas Mikolajick, Beatriz Noheda, Stefan Slesazeck, Bernard Dieny, Tuo-Hung Hou, Akhil Varri, Frank Brückerhoff-Plückelmann, Wolfram H. P. Pernice, Xixiang Zhang, Sebastian Pazos, Mario Lanza, Stefan Wiefels, Regina Dittmann, Wing H. Ng, Mark Buckwell, Horatio Cox, Daniel J. Mannion, Anthony J. Kenyon, Yingming Lu, Yuchao Yang, Damien Querlioz, Louis Hutin, Elisa Vianello, Sayeed Shafayet Chowdhury, Piergiulio Mannocci, Yimao Cai, Zhong Sun, Giacomo Pedretti, John Paul Strachan, Dmitri B. Strukov, Manuel Le Gallo, Stefano Ambrogio, Ilia Valov, Rainer Waser
Roadmap to Neuromorphic Computing with Emerging Technologies. CoRR (2024)
Tinish Bhattacharya, George Higgins Hutchinson, Giacomo Pedretti, X. Sheng, Jim Ignowski, Thomas Van Vaerenbergh, Raymond G. Beausoleil, John Paul Strachan, Dmitri B. Strukov
Computing High-Degree Polynomial Gradients in Memory. CoRR (2024)
Luca Buonanno, Giacomo Pedretti, Lei Zhao, Aishwarya Natarajan, Todd Richmond, John Moon, Rand Jean, Xia Sheng, Ron M. Roth, Jim Ignowski
Memristive Quaternary Content-Addressable Memories for Implementing Boolean Functions. ISCAS (2024)
Lei Zhao, Luca Buonanno, Ron M. Roth, Sergey Serebryakov, Archit Gajjar, John Moon, Jim Ignowski, Giacomo Pedretti
RACE-IT: A Reconfigurable Analog CAM-Crossbar Engine for In-Memory Transformer Acceleration. CoRR (2023)
Piergiulio Mannocci, Enrico Melacarne, Giacomo Pedretti, Corrado Villa, Flavio Sancandi, Umberto Spagnolini, Daniele Ielmini
Accelerating massive MIMO in 6G communications by analog in-memory computing circuits. ISCAS (2023)
Giacomo Pedretti, John Moon, Pedro Bruel, Sergey Serebryakov, Ron M. Roth, Luca Buonanno, Tobias Ziegler, Cong Xu, Martin Foltin, Paolo Faraboschi, Jim Ignowski, Catherine E. Graves
X-TIME: An in-memory engine for accelerating machine learning on tabular data with CAMs. CoRR (2023)
Aishwarya Natarajan, Luca Buonanno, Todd Richmond, David Vickers, Xia Sheng, John Moon, Darrin Miller, Giacomo Pedretti, Catherine Graves, Jim Ignowski
Design Space Exploration of Analog CAM for Tree-Based Models. MWSCAS (2023)
Giacomo Pedretti, Sergey Serebryakov, John Paul Strachan, Catherine E. Graves
A general tree-based machine learning accelerator with memristive analog CAM. ISCAS (2022)
Giacomo Pedretti, Elia Ambrosi, Daniele Ielmini
Conductance variations and their impact on the precision of in-memory computing with resistive switching memory (RRAM). IRPS (2021)
Wei Wang, Erika Covi, Alessandro Milozzi, Matteo Farronato, Saverio Ricci, Caterina Sbandati, Giacomo Pedretti, Daniele Ielmini
Neuromorphic Motion Detection and Orientation Selectivity by Volatile Resistive Switching Memories. Adv. Intell. Syst. 3 (4) (2021)
Giacomo Pedretti, Catherine E. Graves, Can Li, Sergey Serebryakov, Xia Sheng, Martin Foltin, Ruibin Mao, John Paul Strachan
Tree-based machine learning performed in-memory with memristive analog CAM. CoRR (2021)
Piergiulio Mannocci, Giacomo Pedretti, Elisabetta Giannone, Enrico Melacarne, Zhong Sun, Daniele Ielmini
A Universal, Analog, In-Memory Computing Primitive for Linear Algebra Using Memristors. IEEE Trans. Circuits Syst. I Regul. Pap. 68 (12) (2021)
Zhong Sun, Giacomo Pedretti, Elia Ambrosi, Alessandro Bricalli, Daniele Ielmini
In-memory eigenvector computation in time O(1). CoRR (2020)
Daniele Ielmini, Giacomo Pedretti
Device and Circuit Architectures for In-Memory Computing. Adv. Intell. Syst. 2 (7) (2020)
Zhong Sun, Giacomo Pedretti, Elia Ambrosi, Alessandro Bricalli, Daniele Ielmini
In-memory PageRank using a Crosspoint Array of Resistive Switching Memory (RRAM) devices. AICAS (2020)
Zhong Sun, Giacomo Pedretti, Piergiulio Mannocci, Elia Ambrosi, Alessandro Bricalli, Daniele Ielmini
Time complexity of in-memory solution of linear systems. CoRR (2020)
Stefano Bianchi, I. Muñoz-Martín, S. Hashemkhani, Giacomo Pedretti, Daniele Ielmini
A Bio-Inspired Recurrent Neural Network with Self-Adaptive Neurons and PCM Synapses for Solving Reinforcement Learning Tasks. ISCAS (2020)
Zhong Sun, Giacomo Pedretti, Alessandro Bricalli, Daniele Ielmini
One-step regression and classification with crosspoint resistive memory arrays. CoRR (2020)
Giacomo Pedretti, Valerio Milo, S. Hashemkhani, Piergiulio Mannocci, O. Melnic, Elisabetta Chicca, Daniele Ielmini
A Spiking Recurrent Neural Network with Phase Change Memory Synapses for Decision Making. ISCAS (2020)
Gianluca Milano, Giacomo Pedretti, Matteo Fretto, Luca Boarino, Fabio Benfenati, Daniele Ielmini, Ilia Valov, Carlo Ricciardi
Brain-Inspired Structural Plasticity through Reweighting and Rewiring in Multi-Terminal Self-Organizing Memristive Nanowire Networks. Adv. Intell. Syst. 2 (8) (2020)
I. Muñoz-Martín, Stefano Bianchi, S. Hashemkhani, Giacomo Pedretti, Daniele Ielmini
Hardware Implementation of PCM-Based Neurons with Self-Regulating Threshold for Homeostatic Scaling in Unsupervised Learning. ISCAS (2020)
Gianluca Milano, Giacomo Pedretti, Matteo Fretto, Luca Boarino, Fabio Benfenati, Daniele Ielmini, Ilia Valov, Carlo Ricciardi
Brain-Inspired Structural Plasticity through Reweighting and Rewiring in Multi-Terminal Self-Organizing Memristive Nanowire Networks. Adv. Intell. Syst. 2 (8) (2020)
Zhong Sun, Giacomo Pedretti, Elia Ambrosi, Alessandro Bricalli, Daniele Ielmini
In-Memory Eigenvector Computation in Time O (1). Adv. Intell. Syst. 2 (8) (2020)
Zhong Sun, Giacomo Pedretti, Daniele Ielmini
Fast Solution of Linear Systems with Analog Resistive Switching Memory (RRAM). ICRC (2019)
Stefano Bianchi, I. Muñoz-Martín, Giacomo Pedretti, O. Melnic, Stefano Ambrogio, Daniele Ielmini
Energy-efficient continual learning in hybrid supervised-unsupervised neural networks with PCM synapses. VLSI Circuits (2019)
Zhong Sun, Giacomo Pedretti, Elia Ambrosi, Alessandro Bricalli, Wei Wang, Daniele Ielmini
In-memory solution of linear systems with crosspoint arrays without iterations. DRC (2019)
Gianluca Milano, Giacomo Pedretti, Matteo Fretto, Luca Boarino, Fabio Benfenati, Daniele Ielmini, Ilia Valov, Carlo Ricciardi
Self-organizing memristive nanowire networks with structural plasticity emulate biological neuronal circuits. CoRR (2019)
Erika Covi, Daniele Ielmini, Y.-H. Lin, W. Wang, T. Stecconi, Valerio Milo, Alessandro Bricalli, Elia Ambrosi, Giacomo Pedretti, Tseung-Yuen Tseng
A Volatile RRAM Synapse for Neuromorphic Computing. ICECS (2019)
Valerio Milo, Giacomo Pedretti, Roberto Carboni, Alessandro Calderoni, Nirmal Ramaswamy, Stefano Ambrogio, Daniele Ielmini
A 4-Transistors/1-Resistor Hybrid Synapse Based on Resistive Switching Memory (RRAM) Capable of Spike-Rate-Dependent Plasticity (SRDP). IEEE Trans. Very Large Scale Integr. Syst. 26 (12) (2018)
Giacomo Pedretti, Valerio Milo, Stefano Ambrogio, Roberto Carboni, Stefano Bianchi, Alessandro Calderoni, Nirmal Ramaswamy, Alessandro S. Spinelli, Daniele Ielmini
Stochastic Learning in Neuromorphic Hardware via Spike Timing Dependent Plasticity With RRAM Synapses. IEEE J. Emerg. Sel. Topics Circuits Syst. 8 (1) (2018)
Valerio Milo, Giacomo Pedretti, Mario Laudato, Alessandro Bricalli, Elia Ambrosi, Stefano Bianchi, Elisabetta Chicca, Daniele Ielmini
Resistive switching synapses for unsupervised learning in feed-forward and recurrent neural networks. ISCAS (2018)