Title
Matmul or No Matmal in the Era of 1-bit LLMs Jinendra Malekar Mohammed E. Elbtity Ramtin Zand MQ 32 2 0 21 Aug 2024
High Performance Unstructured SpMM Computation Using Tensor Cores Patrik Okanovic Grzegorz Kwa'sniewski P. S. Labini Maciej Besta Flavio Vella Torsten Hoefler 49 5 0 21 Aug 2024
To Code, or Not To Code? Exploring Impact of Code in Pre-training Viraat Aryabumi Yixuan Su Raymond Ma Adrien Morisot Ivan Zhang Acyr Locatelli Marzieh Fadaee Ahmet Üstün Sara Hooker SyDa AI4CE 48 20 0 20 Aug 2024
Potamoi: Accelerating Neural Rendering via a Unified Streaming Architecture Yu Feng Weikai Lin Zihan Liu Jingwen Leng Minyi Guo Han Zhao Xiaofeng Hou Jieru Zhao Yuhao Zhu 36 3 0 13 Aug 2024
Scaling Deep Learning Computation over the Inter-Core Connected Intelligence Processor with T10 Yiqi Liu Yuqi Xue Yu Cheng Lingxiao Ma Ziming Miao Jilong Xue Jian Huang GNN 26 1 0 09 Aug 2024
Hardware-Assisted Virtualization of Neural Processing Units for Cloud Platforms Yuqi Xue Yiqi Liu Lifeng Nai Jian Huang 24 0 0 07 Aug 2024
LLM-Aided Compilation for Tensor Accelerators Charles Hong Sahil Bhatia Altan Haan Shengjun Kris Dong Dima Nikiforov Alvin Cheung Y. Shao 37 0 0 06 Aug 2024
PENDRAM: Enabling High-Performance and Energy-Efficient Processing of Deep Neural Networks through a Generalized DRAM Data Mapping Policy Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 33 0 0 05 Aug 2024
Optical Computing for Deep Neural Network Acceleration: Foundations, Recent Developments, and Emerging Directions S. Pasricha 67 0 0 30 Jul 2024
An Asynchronous Multi-core Accelerator for SNN inference Zhuo Chen De Ma Xiaofei Jin Qinghui Xing Ouwen Jin Xin Du Shuibing He Gang Pan 23 0 0 30 Jul 2024
The Magnificent Seven Challenges and Opportunities in Domain-Specific Accelerator Design for Autonomous Systems Sabrina M. Neuman Brian Plancher Vijay Janapa Reddi 46 0 0 24 Jul 2024
Mixed-precision Neural Networks on RISC-V Cores: ISA extensions for Multi-Pumped Soft SIMD Operations Giorgos Armeniakos Alexis Maras S. Xydis Dimitrios Soudris MQ 26 3 0 19 Jul 2024
Integrated Hardware Architecture and Device Placement Search Irene Wang Jakub Tarnawski Amar Phanishayee Divya Mahajan 41 1 0 18 Jul 2024
Enhancing Split Computing and Early Exit Applications through Predefined Sparsity Luigi Capogrosso Enrico Fraccaroli Giulio Petrozziello Francesco Setti Samarjit Chakraborty Franco Fummi Marco Cristani 36 3 0 16 Jul 2024
Inference Optimization of Foundation Models on AI Accelerators Youngsuk Park Kailash Budhathoki Liangfu Chen Jonas M. Kübler Jiaji Huang Matthäus Kleindessner Jun Huan V. Cevher Yida Wang George Karypis 45 3 0 12 Jul 2024
Flex-TPU: A Flexible TPU with Runtime Reconfigurable Dataflow Architecture Mohammed E. Elbtity Peyton S. Chandarana Ramtin Zand 54 2 0 11 Jul 2024
Privacy-Preserving and Trustworthy Deep Learning for Medical Imaging Kiarash Sedghighadikolaei Attila A Yavuz 39 1 0 29 Jun 2024
How to Rent GPUs on a Budget Zhouzi Li Benjamin Berg Arpan Mukhopadhyay Mor Harchol-Balter 23 0 0 21 Jun 2024
Older and Wiser: The Marriage of Device Aging and Intellectual Property Protection of Deep Neural Networks Ning Lin Shaocong Wang Yue Zhang Yangu He Kwunhang Wong Arindam Basu Dashan Shang Xiaoming Chen Zhongrui Wang AAML 39 0 0 21 Jun 2024
AI in Space for Scientific Missions: Strategies for Minimizing Neural-Network Model Upload Jonah Ekelund Ricardo Vinuesa Yuri Khotyaintsev Pierre Henri G. Delzanno Stefano Markidis 33 0 0 20 Jun 2024
Stencil Computations on AMD and Nvidia Graphics Processors: Performance and Tuning Strategies Johannes Pekkilä Oskar Lappi Fredrik Robertsén Maarit J. Korpi-Lagg 22 0 0 13 Jun 2024
SpikePipe: Accelerated Training of Spiking Neural Networks via Inter-Layer Pipelining and Multiprocessor Scheduling Sai Sanjeet B. Sahoo Keshab K. Parhi 51 0 0 11 Jun 2024
Diversified Batch Selection for Training Acceleration Feng Hong Yueming Lyu Jiangchao Yao Ya Zhang Ivor W. Tsang Yanfeng Wang 42 4 0 07 Jun 2024
Differentiable Combinatorial Scheduling at Scale Mingju Liu Yingjie Li Jiaqi Yin Zhiru Zhang Cunxi Yu 40 0 0 06 Jun 2024
To FP8 and Back Again: Quantifying Reduced Precision Effects on LLM Training Stability Joonhyung Lee Jeongin Bae Byeongwook Kim S. Kwon Dongsoo Lee MQ 49 0 0 29 May 2024
Understanding Transformer Reasoning Capabilities via Graph Algorithms Clayton Sanford Bahare Fatemi Ethan Hall Anton Tsitsulin Seyed Mehran Kazemi Jonathan J. Halcrow Bryan Perozzi Vahab Mirrokni 46 30 0 28 May 2024
Carbon Connect: An Ecosystem for Sustainable Computing Benjamin C. Lee David Brooks Arthur van Benthem Udit Gupta G. Hills ... Emma Strubell Gu-Yeon Wei Adam Wierman Yuan Yao Minlan Yu 25 2 0 22 May 2024
No Filter: Cultural and Socioeconomic Diversity in Contrastive Vision-Language Models Angeline Pouget Lucas Beyer Emanuele Bugliarello Xiao Wang Andreas Steiner Xiao-Qi Zhai Ibrahim M. Alabdulmohsin VLM 33 7 0 22 May 2024
Generative AI for the Optimization of Next-Generation Wireless Networks: Basics, State-of-the-Art, and Open Challenges Fahime Khoramnejad Ekram Hossain 40 7 0 22 May 2024
Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning Mohammad Hasan Ahmadilivani Seyedhamidreza Mousavi J. Raik Masoud Daneshtalab M. Jenihhin AAML 45 3 0 17 May 2024
SambaNova SN40L: Scaling the AI Memory Wall with Dataflow and Composition of Experts R. Prabhakar R. Sivaramakrishnan Darshan Gandhi Yun Du Mingran Wang ... Urmish Thakker Dawei Huang Sumti Jairath Kevin J. Brown K. Olukotun MoE 39 12 0 13 May 2024
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights Soyed Tuhin Ahmed Michael Hefenbrock M. Tahoori UQCV 39 1 0 07 May 2024
SCAR: Scheduling Multi-Model AI Workloads on Heterogeneous Multi-Chiplet Module Accelerators Mohanad Odema Luke Chen Hyoukjun Kwon Mohammad Abdullah Al Faruque 36 4 0 01 May 2024
Workload-Aware Hardware Accelerator Mining for Distributed Deep Learning Training Muhammad Adnan Amar Phanishayee Janardhan Kulkarni Prashant J. Nair Divyat Mahajan 45 0 0 23 Apr 2024
Automated Text Mining of Experimental Methodologies from Biomedical Literature Ziqing Guo 34 1 0 21 Apr 2024
Cicero: Addressing Algorithmic and Architectural Bottlenecks in Neural Rendering by Radiance Warping and Memory Optimizations Yu Feng Zihan Liu Jingwen Leng Minyi Guo Yuhao Zhu 49 8 0 18 Apr 2024
Trackable Agent-based Evolution Models at Wafer Scale Matthew Andres Moreno Connor Yang Emily L. Dolson Luis Zaman 44 3 0 16 Apr 2024
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey Noah Lewis J. L. Bez Suren Byna 57 0 0 16 Apr 2024
Characterizing Soft-Error Resiliency in Arm's Ethos-U55 Embedded Machine Learning Accelerator Abhishek Tyagi Reiley Jeyapaul Chuteng Zhu Paul N. Whatmough Yuhao Zhu 24 0 0 14 Apr 2024
Bullion: A Column Store for Machine Learning Gang Liao Ye Liu Jianjun Chen Daniel J. Abadi 37 5 0 13 Apr 2024
Allo: A Programming Model for Composable Accelerator Design Hongzheng Chen Niansong Zhang Shaojie Xiang Zhichen Zeng Mengjia Dai Zhiru Zhang 54 14 0 07 Apr 2024
Enhancing Trust and Privacy in Distributed Networks: A Comprehensive Survey on Blockchain-based Federated Learning Ji Liu Chunlu Chen Yu Li Lin Sun Yulun Song Jingbo Zhou Bo Jing Dejing Dou 50 9 0 28 Mar 2024
Accelerating Recommender Model Training by Dynamically Skipping Stale Embeddings Yassaman Ebrahimzadeh Maboud Muhammad Adnan Divyat Mahajan Prashant J. Nair AI4TS 40 0 0 22 Mar 2024
DG-RePlAce: A Dataflow-Driven GPU-Accelerated Analytical Global Placement Framework for Machine Learning Accelerators Andrew B. Kahng Zhiang Wang 24 2 0 16 Mar 2024
FlexNN: A Dataflow-aware Flexible Deep Learning Accelerator for Energy-Efficient Edge Devices Arnab Raha Deepak A. Mathaikutty Soumendu Kumar Ghosh Shamik Kundu 19 7 0 14 Mar 2024
Abstracting Sparse DNN Acceleration via Structured Sparse Tensor Decomposition Geonhwa Jeong Po-An Tsai Abhimanyu Bambhaniya S. Keckler Tushar Krishna 33 5 0 12 Mar 2024
EncodingNet: A Novel Encoding-based MAC Design for Efficient Neural Network Acceleration Bo Liu Grace Li Zhang Xunzhao Yin Ulf Schlichtmann Bing Li MQ AI4CE 38 0 0 25 Feb 2024
CiMNet: Towards Joint Optimization for DNN Architecture and Configuration for Compute-In-Memory Hardware Souvik Kundu Anthony Sarah Vinay Joshi O. J. Omer S. Subramoney 29 0 0 19 Feb 2024
Accelerating Sparse DNNs Based on Tiled GEMM Cong Guo Fengchen Xue Jingwen Leng Yuxian Qiu Yue Guan Weihao Cui Quan Chen Minyi Guo 21 10 0 16 Feb 2024
A Precision-Optimized Fixed-Point Near-Memory Digital Processing Unit for Analog In-Memory Computing Elena Ferro A. Vasilopoulos Corey Lammie Manuel Le Gallo Luca Benini I. Boybat Abu Sebastian 17 0 0 12 Feb 2024