Cover Image

NASiC: 3D NAND-based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Weikai, Li, Meng, Zhong, Shuzhang, Luo, Tianyang, Zhao, Dongxue, Liang, Ling, Wang, Zongwei, Huang, Qianqian, Cai, Yimao, Huang, Ru
Format:	Preprint
Published:	2026
Subjects:	Hardware Architecture
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

UniCAIM: A Unified CAM/CIM Architecture with Static-Dynamic KV Cache Pruning for Efficient Long-Context LLM Inference
by: Xu, Weikai, et al.
Published: (2025)

NVLLM: A 3D NAND-Centric Architecture Enabling Edge on-Device LLM Inference
by: Hao, Mingbo, et al.
Published: (2026)

FusionCIM: Accelerating LLM Inference with Fusion-Driven Computing-in-Memory Architecture
by: Xuan, Zihao, et al.
Published: (2026)

FeNOMS: Enhancing Open Modification Spectral Library Search with In-Storage Processing on Ferroelectric NAND (FeNAND) Flash
by: Pinge, Sumukh, et al.
Published: (2025)

EasyACIM: An End-to-End Automated Analog CIM with Synthesizable Architecture and Agile Design Space Exploration
by: Zhang, Haoyi, et al.
Published: (2024)

Be CIM or Be Memory: A Dual-mode-aware DNN Compiler for CIM Accelerators
by: Zhao, Shixin, et al.
Published: (2025)

Flexible In-NAND Cryptographic Processing for Secure Flash Storage
by: Noh, Seock-Hwan, et al.
Published: (2025)

CIMFlow: An Integrated Framework for Systematic Design and Evaluation of Digital CIM Architectures
by: Qi, Yingjie, et al.
Published: (2025)

RCW-CIM: A Digital CIM-based LLM Accelerator with Read-Compute/Write
by: Guo, Yan-Cheng, et al.
Published: (2026)

CIMinus: Empowering Sparse DNN Workloads Modeling and Exploration on SRAM-based CIM Architectures
by: Qi, Yingjie, et al.
Published: (2025)

Voxel-CIM: An Efficient Compute-in-Memory Accelerator for Voxel-based Point Cloud Neural Networks
by: Lin, Xipeng, et al.
Published: (2024)

CIMR-V: An End-to-End SRAM-based CIM Accelerator with RISC-V for AI Edge Device
by: and, Yan-Cheng Guo, et al.
Published: (2025)

Ouroboros: Wafer-Scale SRAM CIM with Token-Grained Pipelining for Large Language Model Inference
by: Liu, Yiqi, et al.
Published: (2026)

Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference
by: Skliar, Andrii, et al.
Published: (2024)

3DGauCIM: Accelerating Static/Dynamic 3D Gaussian Splatting via Digital CIM for High Frame Rate Real-Time Edge Rendering
by: Huang, Wei-Hsing, et al.
Published: (2025)

Acore-CIM: build accurate and reliable mixed-signal CIM cores with RISC-V controlled self-calibration
by: Numan, Omar, et al.
Published: (2025)

CIM-Tuner: Balancing the Compute and Storage Capacity of SRAM-CIM Accelerator via Hardware-mapping Co-exploration
by: Chen, Jinwu, et al.
Published: (2026)

Cambricon-LLM: A Chiplet-Based Hybrid Architecture for On-Device Inference of 70B LLM
by: Yu, Zhongkai, et al.
Published: (2024)

MCFlash: Bulk Bitwise Processing in 3D NAND with Dynamic Sensing and Multi-level Encoding
by: Rahman, Habib Ur, et al.
Published: (2026)

AERO: Adaptive Erase Operation for Improving Lifetime and Performance of Modern NAND Flash-Based SSDs
by: Cho, Sungjun, et al.
Published: (2024)

Sieve: Dynamic Expert-Aware PIM Acceleration for Evolving Mixture-of-Experts Models
by: Kim, Jungwoo, et al.
Published: (2026)

Proxima: Near-storage Acceleration for Graph-based Approximate Nearest Neighbor Search in 3D NAND
by: Xu, Weihong, et al.
Published: (2023)

Balancing FP8 Computation Accuracy and Efficiency on Digital CIM via Shift-Aware On-the-fly Aligned-Mantissa Bitwidth Prediction
by: Zhao, Liang, et al.
Published: (2026)

AccelCIM: Systematic Dataflow Exploration for SRAM Compute-in-Memory Accelerator
by: Xue, Chenhao, et al.
Published: (2026)

Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis
by: Li, Weikai, et al.
Published: (2024)

Unicorn-CIM: Uncovering the Vulnerability and Improving the Resilience of High-Precision Compute-in-Memory
by: Li, Qiufeng, et al.
Published: (2025)

High-Level Surface Code Decoding via Parallel FFNNs on CIM Platforms
by: Wang, Hao, et al.
Published: (2024)

GEM3D CIM General Purpose Matrix Computation Using 3D Integrated SRAM eDRAM Hybrid Compute In Memory on Memory Architecture
by: Chakraborty, Subhradip, et al.
Published: (2026)

Dissecting and Re-architecting 3D NAND Flash PIM Arrays for Efficient Single-Batch Token Generation in LLMs
by: Jang, Yongjoo, et al.
Published: (2025)

STRAW: A Stress-Aware WL-Based Read Reclaim Technique for High-Density NAND Flash-Based SSDs
by: Chun, Myoungjun, et al.
Published: (2025)

EdgeCIM: A Hardware-Software Co-Design for CIM-Based Acceleration of Small Language Models
by: Bazzi, Jinane, et al.
Published: (2026)

Rethinking LLM Inference Bottlenecks: Insights from Latent Attention and Mixture-of-Experts
by: Yun, Sungmin, et al.
Published: (2025)

Context-Aware Mixture-of-Experts Inference on CXL-Enabled GPU-NDP Systems
by: Fan, Zehao, et al.
Published: (2025)

A3D-MoE: Acceleration of Large Language Models with Mixture of Experts via 3D Heterogeneous Integration
by: Huang, Wei-Hsing, et al.
Published: (2025)

Area-Efficient In-Memory Computing for Mixture-of-Experts via Multiplexing and Caching
by: Gao, Hanyuan, et al.
Published: (2026)

HDDB: Efficient In-Storage SQL Database Search Using Hyperdimensional Computing on Ferroelectric NAND Flash
by: Zhao, Quanling, et al.
Published: (2025)

CIMple: Standard-cell SRAM-based CIM with LUT-based split softmax for attention acceleration
by: Ahn, Bas, et al.
Published: (2026)

Search-in-Memory (SiM): Reliable, Versatile, and Efficient Data Matching in SSD's NAND Flash Memory Chip for Data Indexing Acceleration
by: Chen, Yun-Chih, et al.
Published: (2024)

TENET: An Efficient Sparsity-Aware LUT-Centric Architecture for Ternary LLM Inference On Edge
by: Huang, Zhirui, et al.
Published: (2025)

Multibit neural inference in a N-ary crossbar architecture
by: Moureaux, Anatole, et al.
Published: (2026)