Publications

This is our catalog of publications authored by IBM researchers, in collaboration with the global research community. It’s an ever-growing body of work that shows why IBM is one of the most important contributors to modern computing.

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55 results for Stefano Ambrogio

Unsupervised Learning to Overcome Catastrophic Forgetting in Neural Networks
- - Irene Muñoz-Martín
  - Stefano Bianchi
  - et al.
- 2019
- IEEE JXCDC
A 4-Transistors/1-Resistor Hybrid Synapse Based on Resistive Switching Memory (RRAM) Capable of Spike-Rate-Dependent Plasticity (SRDP)
- - Valerio Milo
  - Giacomo Pedretti
  - et al.
- 2018
- IEEE Transactions on VLSI Systems
Perspective on training fully connected networks with resistive memories: Device requirements for multiple conductances of varying significance
- - Giorgio Cristiano
  - Massimo Giordano
  - et al.
- 2018
- Journal of Applied Physics
Modeling of Breakdown-Limited Endurance in Spin-Transfer Torque Magnetic Memory under Pulsed Cycling Regime
- - Roberto Carboni
  - Stefano Ambrogio
  - et al.
- 2018
- IEEE T-ED
Stochastic Learning in Neuromorphic Hardware via Spike Timing Dependent Plasticity with RRAM Synapses
- - Giacomo Pedretti
  - Valerio Milo
  - et al.
- 2018
- IEEE JESTCS
Accelerating AI with Analog In-Memory Computing
- - Stefano Ambrogio
- 2024
- COOL Chips 2024
Noise-Resilient DNN: Tolerating Noise in PCM-Based AI Accelerators via Noise-Aware Training
- - Sanjay Kariyappa
  - Hsinyu Tsai
  - et al.
- 2021
- IEEE T-ED
Toward Software-Equivalent Accuracy on Transformer-Based Deep Neural Networks With Analog Memory Devices
- - Katherine Spoon
  - Hsinyu Tsai
  - et al.
- 2021
- Frontiers in Computational Neuroscience
Emerging neuromorphic devices
- - Daniele Lelmini
  - Stefano Ambrogio
- 2019
- Nanotechnology
AI hardware acceleration with analog memory: Microarchitectures for low energy at high speed
- - H. Y. Chang
  - Geoffrey W. Burr
  - et al.
- 2019
- IBM J. Res. Dev