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Research Areas
Computer Architecture
Associated Publications
PyTorchFI: A Runtime Perturbation Tool for DNNsMAGNet: A Modular Accelerator Generator for Neural Networks
Simba: Scaling Deep-Learning Inference withMulti-Chip-Module-Based Architecture
A 0.11 pJ/Op, 0.32-128 TOPS, Scalable Multi-Chip-Module-based Deep Neural Network Accelerator Designed with a High-Productivity VLSI Methodology
ML-based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection
Optimizing Software-Directed Instruction Replication for GPU Error Detection
Exploiting Idle Resources in a High-Radix Switch for Supplemental Storage
Kayotee: A Fault Injection-based System to Assess the Safety and Reliability of Autonomous Vehicles to Faults and Errors
SwapCodes: Error Codes for Hardware-Software Cooperative GPU Pipeline Error Detection
A Modular Digital VLSI Flow for High-Productivity SoC Design
Reducing Data Transfer Energy by Exploiting Similarity within a Data Transaction
Compressing DMA Engine: Leveraging Activation Sparsity for Training Deep Neural Networks
Toward Standardized Near-Data Processing with Unrestricted Data Placement for GPUs
Understanding Error Propagation in Deep Learning Neural Network (DNN) Accelerators and Applications
Fine-Grained DRAM: Energy-Efficient DRAM for Extreme Bandwidth Systems
Beyond the Socket: NUMA-Aware GPUs
SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks
MCM-GPU: Multi-Chip-Module GPUs for Continued Performance Scalability
Design-Induced Latency Variation in Modern DRAM Chips: Characterization, Analysis, and Latency Reduction Mechanisms
Understanding Reduced-Voltage Operation in Modern DRAM Devices: Experimental Characterization, Analysis, and Mechanisms
SASSIFI: An Architecture-level Fault Injection Tool for GPU Application Resilience Evaluation
TriCheck: Memory Model Verification at the Trisection of Software, Hardware, and ISA
Automated Synthesis of Comprehensive Memory Model Litmus Test Suites
Architecting an Energy-Efficient DRAM System for GPUs
Approxilyzer: Towards A Systematic Framework for Instruction-Level Approximate Computing and its Application to Hardware Resiliency
CLARA: Circular Linked-List Auto- and Self-Refresh Architecture
Transparent Offloading and Mapping (TOM): Enabling Programmer-Transparent Near-Data Processing in GPU Systems
All-Inclusive ECC: Thorough End-to-End Protection for Reliable Computer Memory
A Real-time Energy-Efficient Superpixel Hardware Accelerator for Mobile Computer Vision Applications
A Case for Toggle-Aware Compression for GPU Systems
An Analytical Model for Hardened Latch Selection and Exploration
Exploiting Asymmetry in Booth-Encoded Multipliers for Reduced Energy Multiplication
Anatomy of GPU Memory System for Multi-Application Execution
MemcachedGPU: Scaling-up Scale-out Key-value Stores
Designing Efficient Heterogeneous Memory Architectures
A Variable Warp Size Architecture
Flexible Software Profiling of GPU Architectures
Toggle-aware Compression for GPUs
Page Placement Strategies for GPUs within Heterogeneous Memory Systems
Unlocking Bandwidth for GPUs in CC-NUMA systems
Priority-Based Cache Allocation in Throughput Processors
Scaling the Power Wall: A Path to Exascale
Application-aware Memory System for Fair and Efficient Execution of Concurrent GPGPU Applications
Unifying Primary Cache, Scratch, and Register File Memories in a Throughput Processor
A Hierarchical Thread Scheduler and Register File for Energy-Efficient Throughput Processors
A Compile-Time Managed Multi-Level Register File Hierarchy
Energy-efficient Mechanisms for Managing Thread Context in Throughput Processors
Increasing Memory Miss Tolerance for SIMD Cores
The NVIDIA GeForce 8800 GPU
Researchers
Aamer JaleelAlicia Klinefelter
Angshuman Parashar
Anjul Patney
Ben Keller
Benjamin Klenk
Bob Alfieri
Brucek Khailany
Daniel Lustig
David Nellans
Donghyuk Lee
Eiman Ebrahimi
Erik Lindholm
Evgeny Bolotin
Hans Eberle
Isaac Gelado
Jim Nilsson
Josef Spjut
Mark Stephenson
Matthias Blumrich
Matthijs Van keirsbilck
Michael Pellauer
Mike O'Connor
Mike Sullivan
Nathaniel Pinckney
Niladrish Chatterjee
Oreste Villa
Po-An Tsai
Priyanka Raina
Rangharajan Venkatesan
Sean Treichler
Siva Hari
Sophia Shao
Steve Keckler
Timothy Tsai
Wen-mei Hwu
William Dally
Yaosheng Fu
Yu-Hsin Chen
Zi Yan