8-Layer Vertical Filament-Free Bulk RRAM with High Dynamic Range and Energy Efficiency for 3D Multilevel Compute-in-Memory
Bulk switching RRAM technologies have been developed to address nonidealities of filamentary RRAM for embedded compute-in-memory applications. However, high density 3D integration and scalability to nano regime have yet to be experimentally demonstrated. Here, we present a scalable, filament-free 3D 8-layer vertical bulk RRAM (b-RRAM) technology optimized for embedded compute-in-memory (CIM) applications. This forming-free device features reliable cycling, multi-level switching, and enhanced speed via hydrogen doping. Guided by multiscale device simulations to optimize the switching stack, we demonstrate 40×40 nm<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup> b-RRAM cells with MΩ-level resistance and current nonlinearity, enabling accurate, energy-efficient matrix-vector multiplications (MVM) in selector-less crossbars. A hyperdimensional computing-based continual learning algorithm is implemented on 3D b-RRAM for edge AI tasks, achieving ~90% accuracy—comparable to high-precision floating-point (FP) baselines—while delivering substantial energy savings.
Authors
- Ashwani Kumar
- Duygu Kuzum (ORCID: https://orcid.org/0000-0002-2125-1285)
- Weihong Xu (ORCID: https://orcid.org/0000-0003-3766-3353)
- Gaurav Thareja
- Victor Palin (ORCID: https://orcid.org/0009-0005-1280-3788)
- Andrea Padovani (ORCID: https://orcid.org/0000-0003-1145-5257)
- Yucheng Zhou
- Chang Eun Song (ORCID: https://orcid.org/0009-0002-4235-6243)
- Ivan K. Schuller (ORCID: https://orcid.org/0000-0002-9078-7120)
- Tajana Rosing
- Yue Zhou
- Gert Cauwenbergs
Institutions
- University of Modena and Reggio Emilia (IT)
- Applied Materials (United States) (US)
- University of California San Diego (US)
Publication Details
- Published
- 2025-12-06
- DOI
- https://doi.org/10.1109/iedm50572.2025.11353838
- Primary Topic
- Ferroelectric and Negative Capacitance Devices
- Type
- article
- Field-Weighted Citation Impact
- 0.00