Autonomous Driving: End-to-End Surround 3D Camera Perception System (NVIDIA)


A new technical paper titled "NVAutoNet: Fast and Accurate 360∘ 3D Visual Perception For Self Driving" was published by researchers at NVIDIA. Abstract "Robust real-time perception of 3D world is essential to the autonomous vehicle. We introduce an end-to-end surround camera perception system for self-driving. Our perception system is a novel multi-task, multi-camera network which takes a... » read more

Gem5 Simulation Environment With Customized RISC-V Instructions for LIM Architectures


A new technical paper titled "Simulation Environment with Customized RISC-V Instructions for Logic-in-Memory Architectures" was published by researchers at National Tsing-Hua University, Politecnico di Torino, University of Rome Tor Vergata, and University of Twente. Abstract "Nowadays, various memory-hungry applications like machine learning algorithms are knocking "the memory wall". Tow... » read more

Low-Power Heterogeneous Compute Cluster For TinyML DNN Inference And On-Chip Training


A new technical paper titled "DARKSIDE: A Heterogeneous RISC-V Compute Cluster for Extreme-Edge On-Chip DNN Inference and Training" was published by researchers at University of Bologna and ETH Zurich. Abstract "On-chip deep neural network (DNN) inference and training at the Extreme-Edge (TinyML) impose strict latency, throughput, accuracy, and flexibility requirements. Heterogeneous clus... » read more

Google’s TPU v4 Architecture: 3 Major Features


A new technical paper titled "TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings" was published by researchers at Google. Abstract: "In response to innovations in machine learning (ML) models, production workloads changed radically and rapidly. TPU v4 is the fifth Google domain specific architecture (DSA) and its third supercomputer f... » read more

Neuromorphic Computing: Self-Adapting HW With ReRAMs


A new technical paper titled "A self-adaptive hardware with resistive switching synapses for experience-based neurocomputing" was published by researchers at Infineon Technologies, Politecnico di Milano and IUNET, Weebit Nano, and CEA Leti. Abstract "Neurobiological systems continually interact with the surrounding environment to refine their behaviour toward the best possible reward. Achie... » read more

Hardware Based Monitoring For Zero Trust Environments


A technical paper titled "Towards Hardware-Based Application Fingerprinting with Microarchitectural Signals for Zero Trust Environments" was published by the Air Force Institute of Technology. Abstract "The interactions between software and hardware are increasingly important to computer system security. This research collects sequences of microprocessor control signals to develop machine ... » read more

Feasibility of Using Domain Wall-Magnetic Tunnel Junction for Magnetic Analog Addressable Memories


A new technical paper titled "Domain Wall-Magnetic Tunnel Junction Analog Content Addressable Memory Using Current and Projected Data" was published by researchers at UT Austin and Samsung Advanced Institute of Technology (SAIT). Abstract "With the rise in in-memory computing architectures to reduce the compute-memory bottleneck, a new bottleneck is present between analog and digital conver... » read more

Solving The Reliability Problem Of Memristor-Based Artificial Neural Networks


A technical paper titled "ReMeCo: Reliable Memristor-Based in-Memory Neuromorphic Computation" was published by researchers at Eindhoven University of Technology, University of Tehran, and USC. Abstract: "Memristor-based in-memory neuromorphic computing systems promise a highly efficient implementation of vector-matrix multiplications, commonly used in artificial neural networks (ANNs). H... » read more

Shift Register-In-Memory Architecture


A new technical paper titled "Toward Single-Cell Multiple-Strategy Processing Shift Register Powered by Phase-Change Memory Materials" was published by researchers at Singapore University of Technology and Design and University of Cambridge. Abstract "Modern innovations are built on the foundation of computers. Compared to von Neumann architectures having separate storage and processing uni... » read more

Reducing The Cost of Cache Coherence By Integrating HW Coherence Protocol Directly With The Programming Language


A new technical paper titled "WARDen: Specializing Cache Coherence for High-Level Parallel Languages" was published by researchers at Northwestern University and Carnegie Mellon University. Abstract: "High-level parallel languages (HLPLs) make it easier to write correct parallel programs. Disciplined memory usage in these languages enables new optimizations for hardware bottlenecks, such ... » read more

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