LEAP: LLM Inference on Scalable PIM-NoC Architecture with Balanced Dataflow and Fine-Grained Parallelism
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yimin, Chong, Yue Jiet, Fong, Xuanyao |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
PRIMAL: Processing-In-Memory Based Low-Rank Adaptation for LLM Inference Accelerator
by: Chong, Yue Jiet, et al.
Published: (2026)
by: Chong, Yue Jiet, et al.
Published: (2026)
PICNIC: Silicon Photonic Interconnected Chiplets with Computational Network and In-memory Computing for LLM Inference Acceleration
by: Chong, Yue Jiet, et al.
Published: (2025)
by: Chong, Yue Jiet, et al.
Published: (2025)
SHIELD: A Segmented Hierarchical Memory Architecture for Energy-Efficient LLM Inference on Edge NPUs
by: Zhang, Jintao, et al.
Published: (2026)
by: Zhang, Jintao, et al.
Published: (2026)
LP-Spec: Leveraging LPDDR PIM for Efficient LLM Mobile Speculative Inference with Architecture-Dataflow Co-Optimization
by: He, Siyuan, et al.
Published: (2025)
by: He, Siyuan, et al.
Published: (2025)
LoopLynx: A Scalable Dataflow Architecture for Efficient LLM Inference
by: Zheng, Jianing, et al.
Published: (2025)
by: Zheng, Jianing, et al.
Published: (2025)
L3: DIMM-PIM Integrated Architecture and Coordination for Scalable Long-Context LLM Inference
by: Liu, Qingyuan, et al.
Published: (2025)
by: Liu, Qingyuan, et al.
Published: (2025)
PIM-malloc: A Fast and Scalable Dynamic Memory Allocator for Processing-In-Memory (PIM) Architectures
by: Lee, Dongjae, et al.
Published: (2025)
by: Lee, Dongjae, et al.
Published: (2025)
ReDas: A Lightweight Architecture for Supporting Fine-Grained Reshaping and Multiple Dataflows on Systolic Array
by: Han, Meng, et al.
Published: (2023)
by: Han, Meng, et al.
Published: (2023)
Hierarchical Recording Architecture for Three-Dimensional Magnetic Recording
by: Jian, Yugen, et al.
Published: (2025)
by: Jian, Yugen, et al.
Published: (2025)
PIMfused: Near-Bank DRAM-PIM with Fused-layer Dataflow for CNN Data Transfer Optimization
by: Yang, Simei, et al.
Published: (2025)
by: Yang, Simei, et al.
Published: (2025)
Demystifying FPGA Hard NoC Performance
by: Liu, Sihao, et al.
Published: (2025)
by: Liu, Sihao, et al.
Published: (2025)
Dataflow-Aware PIM-Enabled Manycore Architecture for Deep Learning Workloads
by: Sharma, Harsh, et al.
Published: (2024)
by: Sharma, Harsh, et al.
Published: (2024)
Pathfinding Future PIM Architectures by Demystifying a Commercial PIM Technology
by: Hyun, Bongjoon, et al.
Published: (2023)
by: Hyun, Bongjoon, et al.
Published: (2023)
CompAir: Synergizing Complementary PIMs and In-Transit NoC Computation for Efficient LLM Acceleration
by: Li, Hongyi, et al.
Published: (2025)
by: Li, Hongyi, et al.
Published: (2025)
NeuPIMs: NPU-PIM Heterogeneous Acceleration for Batched LLM Inferencing
by: Heo, Guseul, et al.
Published: (2024)
by: Heo, Guseul, et al.
Published: (2024)
FlexMem: High-Parallel Near-Memory Architecture for Flexible Dataflow in Fully Homomorphic Encryption
by: Shi, Shangyi, et al.
Published: (2025)
by: Shi, Shangyi, et al.
Published: (2025)
Inclusive-PIM: Hardware-Software Co-design for Broad Acceleration on Commercial PIM Architectures
by: Alsop, Johnathan, et al.
Published: (2023)
by: Alsop, Johnathan, et al.
Published: (2023)
PIM-LLM: A High-Throughput Hybrid PIM Architecture for 1-bit LLMs
by: Malekar, Jinendra, et al.
Published: (2025)
by: Malekar, Jinendra, et al.
Published: (2025)
A Dataflow Compiler for Efficient LLM Inference using Custom Microscaling Formats
by: Cheng, Jianyi, et al.
Published: (2023)
by: Cheng, Jianyi, et al.
Published: (2023)
Learning Cache Coherence Traffic for NoC Routing Design
by: Xiong, Guochu, et al.
Published: (2025)
by: Xiong, Guochu, et al.
Published: (2025)
The Immutable Tensor Architecture: A Pure Dataflow Approach for Secure, Energy-Efficient AI Inference
by: Li, Fang
Published: (2025)
by: Li, Fang
Published: (2025)
Travel Time Based Task Mapping for NoC-Based DNN Accelerator
by: Chen, Yizhi, et al.
Published: (2024)
by: Chen, Yizhi, et al.
Published: (2024)
Bit Transition Reduction by Data Transmission Ordering in NoC-based DNN Accelerator
by: Chen, Yizhi, et al.
Published: (2025)
by: Chen, Yizhi, et al.
Published: (2025)
DORA: Dataflow-Instruction Orchestration Architecture for DNN Acceleration
by: Chen, Xingzhen, et al.
Published: (2026)
by: Chen, Xingzhen, et al.
Published: (2026)
Hermes: A Unified High-Performance NTT Architecture with Hybrid Dataflow
by: Gu, Hang, et al.
Published: (2026)
by: Gu, Hang, et al.
Published: (2026)
A High-Throughput FPGA Accelerator for Lightweight CNNs With Balanced Dataflow
by: Zhao, Zhiyuan, et al.
Published: (2024)
by: Zhao, Zhiyuan, et al.
Published: (2024)
Towards Efficient SRAM-PIM Architecture Design by Exploiting Unstructured Bit-Level Sparsity
by: Duan, Cenlin, et al.
Published: (2024)
by: Duan, Cenlin, et al.
Published: (2024)
The BRAM is the Limit: Shattering Myths, Shaping Standards, and Building Scalable PIM Accelerators
by: Kabir, MD Arafat, et al.
Published: (2024)
by: Kabir, MD Arafat, et al.
Published: (2024)
ProactivePIM: Accelerating Weight-Sharing Embedding Layer with PIM for Scalable Recommendation System
by: Kim, Youngsuk, et al.
Published: (2024)
by: Kim, Youngsuk, et al.
Published: (2024)
CD-PIM: A High-Bandwidth and Compute-Efficient LPDDR5-Based PIM for Low-Batch LLM Acceleration on Edge-Device
by: Lin, Ye, et al.
Published: (2026)
by: Lin, Ye, et al.
Published: (2026)
Membrane: Accelerating Database Analytics with Bank-Level DRAM-PIM Filtering
by: Shekar, Akhil, et al.
Published: (2025)
by: Shekar, Akhil, et al.
Published: (2025)
LOCALUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM
by: Hong, Junguk, et al.
Published: (2026)
by: Hong, Junguk, et al.
Published: (2026)
Annotated PIM Bibliography
by: Kogge, Peter M.
Published: (2026)
by: Kogge, Peter M.
Published: (2026)
Sangam: Chiplet-Based DRAM-PIM Accelerator with CXL Integration for LLM Inferencing
by: Kiyawat, Khyati, et al.
Published: (2025)
by: Kiyawat, Khyati, et al.
Published: (2025)
Evaluation of Posits for Spectral Analysis Using a Software-Defined Dataflow Architecture
by: Deshmukh, Sameer, et al.
Published: (2024)
by: Deshmukh, Sameer, et al.
Published: (2024)
FlooNoC: A 645 Gbps/link 0.15 pJ/B/hop Open-Source NoC with Wide Physical Links and End-to-End AXI4 Parallel Multi-Stream Support
by: Fischer, Tim, et al.
Published: (2024)
by: Fischer, Tim, et al.
Published: (2024)
UpANNS: Enhancing Billion-Scale ANNS Efficiency with Real-World PIM Architecture
by: Chen, Sitian, et al.
Published: (2024)
by: Chen, Sitian, et al.
Published: (2024)
Towards Efficient LUT-based PIM: A Scalable and Low-Power Approach for Modern Workloads
by: Khabbazan, Bahareh, et al.
Published: (2025)
by: Khabbazan, Bahareh, et al.
Published: (2025)
NEURAL: An Elastic Neuromorphic Architecture with Hybrid Data-Event Execution and On-the-fly Attention Dataflow
by: Chen, Yuehai, et al.
Published: (2025)
by: Chen, Yuehai, et al.
Published: (2025)
PIM-MMU: A Memory Management Unit for Accelerating Data Transfers in Commercial PIM Systems
by: Lee, Dongjae, et al.
Published: (2024)
by: Lee, Dongjae, et al.
Published: (2024)
Similar Items
-
PRIMAL: Processing-In-Memory Based Low-Rank Adaptation for LLM Inference Accelerator
by: Chong, Yue Jiet, et al.
Published: (2026) -
PICNIC: Silicon Photonic Interconnected Chiplets with Computational Network and In-memory Computing for LLM Inference Acceleration
by: Chong, Yue Jiet, et al.
Published: (2025) -
SHIELD: A Segmented Hierarchical Memory Architecture for Energy-Efficient LLM Inference on Edge NPUs
by: Zhang, Jintao, et al.
Published: (2026) -
LP-Spec: Leveraging LPDDR PIM for Efficient LLM Mobile Speculative Inference with Architecture-Dataflow Co-Optimization
by: He, Siyuan, et al.
Published: (2025) -
LoopLynx: A Scalable Dataflow Architecture for Efficient LLM Inference
by: Zheng, Jianing, et al.
Published: (2025)