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  • All entries83,113
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Knowledge catalogue

Search: “hardware”

GridTimelineEvolution
49+ results
Research

A Controlled Diagnostic Study of Hardware-Induced Distortions in Hardware-Aware Training

DGX agent

arXiv:2605.09416v1 Announce Type: new Abstract: Hardware-aware training (HAT) is widely used to improve the robustness of neural networks on non-ideal AI accelerators, such as analog in-memory computi

researcharxiv-cs-lg
12 May 2026
DGX agent

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Safety

Arch: An AI-Native Hardware Description Language for Register-Transfer Clocked Hardware Design

DGX agent

arXiv:2604.05983v2 Announce Type: replace-cross Abstract: We present Arch (AI-native Register-transfer Clocked Hardware), a hardware description language for micro-architecture specification and AI-as

safetyarxiv-cs-cl
21 Apr 2026
Hardware

ViBE: Co-Optimizing Workload Skew and Hardware Variability for MoE Serving

DGX agent

arXiv:2606.00735v1 Announce Type: cross Abstract: In distributed Mixture-of-Experts (MoE) inference, input-dependent token routing interacts with GPU performance variability to create persistent strag

hardwarearxiv-cs-lg
2 Jun 2026
Safety

Machines that know they are aging: a framework for hardware-aware autonomous intelligence

DGX agent

arXiv:2607.28451v1 Announce Type: new Abstract: Autonomous systems inevitably age, yet their artificial intelligence typically assumes hardware remains in its original condition. Batteries degrade, se

safetyarxiv-cs-ro
31 Jul 2026
Model Releases

Scalable On-Hardware Training of Quantum Neural Networks and Application to Clinical Data Imputation

DGX agent

arXiv:2606.03517v1 Announce Type: cross Abstract: Training quantum neural networks (QNNs) on quantum hardware is currently bottlenecked by the cost of gradient estimation: standard parameter-shift met

model-releasesarxiv-cs-ai
3 Jun 2026
Hardware

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges

DGX agent

arXiv:2605.10807v1 Announce Type: cross Abstract: The integration of Large Language Models (LLMs) into Electronic Design Automation (EDA) and hardware security is rapidly reshaping the semiconductor i

hardwarearxiv-cs-lg
12 May 2026
Hardware

RainFusion2.0: Temporal-Spatial Awareness and Hardware-Efficient Block-wise Sparse Attention

DGX agent

arXiv:2512.24086v2 Announce Type: replace Abstract: In video and image generation tasks, Diffusion Transformer (DiT) models incur extremely high computational costs due to attention mechanisms, which

hardwarearxiv-cs-cv
21 Apr 2026
Safety

Statevector-Referenced Geometry Survival of a Four-Qubit ZZ Quantum Kernel on IBM Quantum Hardware: A Fixed-Subset Diagnostic Across Three Execution Configurations

DGX agent

arXiv:2607.20377v1 Announce Type: cross Abstract: Quantum-kernel methods encode a dataset's geometry in a Gram matrix, so learning claims on hardware kernels assume the intended geometry survives exec

safetyarxiv-cs-lg
23 Jul 2026
Hardware

Hardware-Oriented Inference Complexity of Kolmogorov-Arnold Networks

DGX agent

arXiv:2604.03345v2 Announce Type: replace Abstract: Kolmogorov-Arnold Networks (KANs) have recently emerged as a powerful architecture for various machine learning applications. However, their unique

hardwarearxiv-cs-lg
24 Jun 2026
Local Ai

Is Agentic AI Ready for Real-World Hardware Engineering? A Deep Dive with Phoenix-bench

DGX agent

arXiv:2605.15226v1 Announce Type: cross Abstract: We ask whether agentic AI systems built for software engineering transfer to realistic hardware engineering. Existing hardware LLM benchmarks isolate

local-aiarxiv-cs-ai
18 May 2026
Model Releases

FPGA-Based Hardware Architecture for Contrast Maximization in Event-Based Vision

DGX agent

arXiv:2605.09581v1 Announce Type: new Abstract: This paper presents a hardware architecture that implements the Contrast Maximization (CM) algorithm in Field-Programmable Gate Array (FPGA) resources f

model-releasesarxiv-cs-cv
12 May 2026
Research

Hardware-Efficient FPGA Implementation of Sigmoid Function Using Mixed-Radix Hyperbolic Rotation CORDIC

DGX agent

arXiv:2604.23547v1 Announce Type: cross Abstract: Efficient hardware implementation of nonlinear activation functions is a crucial task in deploying artificial neural networks on resource-constrained

researcharxiv-cs-ai
28 Apr 2026
Research

Focus Session: Hardware and Software Techniques for Accelerating Multimodal Foundation Models

DGX agent

arXiv:2604.21952v1 Announce Type: cross Abstract: This work presents a multi-layered methodology for efficiently accelerating multimodal foundation models (MFMs). It combines hardware and software co-

researcharxiv-cs-ai
27 Apr 2026
Hardware

Hardware Utilization and Inference Performance of Edge Object Detection Under Fault Injection

DGX agent

arXiv:2604.09631v1 Announce Type: cross Abstract: As deep learning models are deployed on resource constrained edge platforms in autonomous driving systems, reli able knowledge of hardware behavior un

hardwarearxiv-cs-ai
14 Apr 2026
Research

Generative Models on Analog Hardware with Dynamics

DGX agent

arXiv:2606.27294v1 Announce Type: cross Abstract: Analog hardware platforms such as coupled oscillators and Analog Ising Machines naturally solve differential equations at a fraction of the energy cos

researcharxiv-cs-lg
26 Jun 2026
Research

Quantum Cinema: An Interactive Cinematic Exploration of Quantum Computing Hardware via Generative World Models

DGX agent

arXiv:2606.17102v2 Announce Type: replace-cross Abstract: Quantum computing promises transformative advances across science and industry, yet the physical hardware that enables these computations rema

researcharxiv-cs-ai
24 Jun 2026
Hardware

FP8 is All You Need (Part 1): Debunking Hardware FP64 as the HPC Holy Grail

DGX agent

arXiv:2606.06510v1 Announce Type: cross Abstract: Conventional HPC dogma holds that native hardware FP64 silicon is the irreducible foundation of scientific computing -- the 'holy grail' of double-pre

hardwarearxiv-cs-ai
8 Jun 2026
Model Releases

Explainability Methods for Hardware Trojan Detection: A Systematic Comparison

DGX agent

arXiv:2601.18696v4 Announce Type: replace Abstract: Hardware trojans are malicious circuits which compromise the functionality and security of an integrated circuit (IC). These circuits are manufactur

model-releasesarxiv-cs-lg
21 May 2026
Hardware

Octopus Protocol: One-Shot Hardware Discovery and Control for AI Agents via Infrastructure-as-Prompts

DGX agent

arXiv:2605.09055v1 Announce Type: cross Abstract: Recent agentic-robotics systems, from Code-asPolicies to modern vision-language-action (VLA) foundation models, presuppose that drivers, SDKs, or ROS-

hardwarearxiv-cs-ai
12 May 2026
Hardware

ViM-Q: Scalable Algorithm-Hardware Co-Design for Vision Mamba Model Inference on FPGA

DGX agent

arXiv:2605.01935v1 Announce Type: cross Abstract: Vision Mamba (ViM) models offer a compelling efficiency advantage over Transformers by leveraging the linear complexity of State Space Models (SSMs),

hardwarearxiv-cs-cv
5 May 2026
Model Releases

Agent Factories for High Level Synthesis: How Far Can General-Purpose Coding Agents Go in Hardware Optimization?

DGX agent

arXiv:2603.25719v2 Announce Type: replace-cross Abstract: We present an empirical study of how far general-purpose coding agents -- without hardware-specific training -- can optimize hardware designs

model-releasesarxiv-cs-lg
4 May 2026
Hardware

Algorithm and Hardware Co-Design for Efficient Complex-Valued Uncertainty Estimation

DGX agent

arXiv:2604.19993v1 Announce Type: cross Abstract: Complex-Valued Neural Networks (CVNNs) have significant advantages in handling tasks that involve complex numbers. However, existing CVNNs are unable

hardwarearxiv-cs-lg
23 Apr 2026
Research

Robust Reasoning and Learning with Brain-Inspired Representations under Hardware-Induced Nonlinearities

DGX agent

arXiv:2604.12079v1 Announce Type: cross Abstract: Traditional machine learning depends on high-precision arithmetic and near-ideal hardware assumptions, which is increasingly challenged by variability

researcharxiv-cs-lg
15 Apr 2026
Research

AEG: A Baremetal Framework for AI Acceleration via Direct Hardware Access in Heterogeneous Accelerators

DGX agent

arXiv:2604.09565v1 Announce Type: cross Abstract: This paper introduces a unified, hardware-independent baremetal runtime architecture designed to enable high-performance machine learning (ML) inferen

researcharxiv-cs-ai
14 Apr 2026
Research

On the Performance of Malware Detection Classifiers Using Hardware Performance Counters

DGX agent

arXiv:2608.02671v1 Announce Type: cross Abstract: Malware detection using Hardware Performance Counters (HPC) has emerged as a promising solution to improve the security of computing systems as a comp

researcharxiv-cs-lg
5 Aug 2026
Agents

PUDA: An AI-Native Hardware Harness for Self-Driving Laboratories

DGX agent

arXiv:2607.26464v1 Announce Type: cross Abstract: Physical Unified Device Architecture (PUDA) is an AI-native hardware harness for self-driving laboratories (SDLs). Rather than building a human-center

agentsarxiv-cs-ai
31 Jul 2026
Research

Message Passing Based Two-Timescale Bayesian Learning for Joint Channel and Memory Hardware Impairments Tracking

DGX agent

arXiv:2607.01660v1 Announce Type: new Abstract: Hardware impairments in massive multiple-input multiple-output (MIMO) receivers introduce inter-symbol memory and inter-element coupling, severely degra

researcharxiv-cs-lg
3 Jul 2026
Local Ai

Lie Group Diffusion Models for Hardware-Aware Quantum Circuit Synthesis

DGX agent

arXiv:2606.29636v1 Announce Type: cross Abstract: An important task in quantum computing is unitary circuit synthesis compatible with physical hardware constraints. This problem has a natural hybrid s

local-aiarxiv-cs-lg
30 Jun 2026
Model Releases

Smart Timing for Mining: A Deep Learning Framework for Bitcoin Hardware ROI Prediction

DGX agent

arXiv:2512.05402v2 Announce Type: replace-cross Abstract: Bitcoin mining hardware acquisition requires strategic timing due to volatile markets, rapid technological obsolescence, and protocol-driven r

model-releasesarxiv-cs-ai
26 May 2026
Local Ai

Hardware-Aware Neural Feature Extraction for Resource-Constrained Devices

DGX agent

arXiv:2605.04282v1 Announce Type: new Abstract: Visual SLAM is a core component of spatial computing systems, yet deploying learned local feature extractors on microcontroller-class hardware remains c

local-aiarxiv-cs-lg
7 May 2026
Model Releases

Physical Foundation Models: Fixed hardware implementations of large-scale neural networks

DGX agent

arXiv:2604.27911v1 Announce Type: new Abstract: Foundation models are deep neural networks (such as GPT-5, Gemini~3, and Opus~4) trained on large datasets that can perform diverse downstream tasks --

model-releasesarxiv-cs-lg
1 May 2026
Model Releases

HWE-Bench: Benchmarking LLM Agents on Real-World Hardware Bug Repair Tasks

DGX agent

arXiv:2604.14709v2 Announce Type: replace Abstract: Existing benchmarks for hardware design primarily evaluate Large Language Models (LLMs) on isolated, component-level tasks such as generating HDL mo

model-releasesarxiv-cs-ai
24 Apr 2026
Research

LAUDE: LLM-Assisted Unit Test Generation and Debugging of Hardware DEsigns

DGX agent

arXiv:2601.08856v3 Announce Type: replace-cross Abstract: Unit tests are critical in the hardware design lifecycle to ensure that component design modules are functionally correct and conform to the s

researcharxiv-cs-ai
11 Aug 2026
Research

Overcoming Data Scarcity and Confidentiality in Hardware Assurance via Synthetic Generation

DGX agent

arXiv:2608.09914v1 Announce Type: cross Abstract: Hardware assurance relies on scanning electron microscopy (SEM) to verify nanoscale structures, but assembling the large, high-quality datasets requir

researcharxiv-cs-cv
11 Aug 2026
Applications

Evaluating Forecasting Techniques for Hardware Errors on a Large-scale HPC System

DGX agent

arXiv:2608.01648v1 Announce Type: new Abstract: Hardware error logs in high-performance computing (HPC) systems provide early signals of abnormal behavior, yet there remain challenges in effectively f

applicationsarxiv-cs-lg
4 Aug 2026
Hardware

MDTransformer: A Hardware-Software Co-Design of Mode-Division Photonic Transformer Accelerator with Inverse-Designed Coherent Crossbar

DGX agent

arXiv:2607.26016v1 Announce Type: cross Abstract: Recently, photonic transformer accelerators (PTAs) have successfully achieved significant speedup and energy efficiency improvements over electronic a

hardwarearxiv-cs-ai
29 Jul 2026
Agents

QANTIS: Hardware-Calibrated Sequential POMDP Belief Updates on IBM Heron

DGX agent

arXiv:2607.06760v1 Announce Type: new Abstract: Autonomous systems under partial observability act on beliefs, not raw sensor events. QANTIS treats the quantum processor as a calibrated belief-update

agentsarxiv-cs-ai
9 Jul 2026
Research

Lyapunov-Guided Training for Hardware-Safe Neural Networks Under Fixed-Point Arithmetic

DGX agent

arXiv:2607.04531v1 Announce Type: cross Abstract: Low-precision neural networks are attractive for resource-constrained hardware, but fixed-point arithmetic introduces failure modes that are often hid

researcharxiv-cs-ai
7 Jul 2026
Applications

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation

DGX agent

arXiv:2607.01590v1 Announce Type: new Abstract: Developing high-performance kernels for Neural Processing Units (NPUs) is a critical industry bottleneck, requiring developers to manually navigate impl

applicationsarxiv-cs-ai
3 Jul 2026
Model Releases

Agentic Hardware Design as Repository-Level Code Evolution

DGX agent

arXiv:2606.28279v1 Announce Type: cross Abstract: We present HORIZON, a self-evolving agent framework that treats hardware design as repository-level code evolution. A Markdown harness is compiled int

model-releasesarxiv-cs-ai
29 Jun 2026
Hardware

Enhancing Co-packaging Optics Enabled Silicon Photonics Security Assurance Hardware Fingerprinting

DGX agent

arXiv:2606.27612v1 Announce Type: cross Abstract: Silicon photonics enables integration of optical components using standard semiconductor processes, greatly improving data communication bandwidth and

hardwarearxiv-cs-cv
29 Jun 2026
Research

PEBRE: An Open-Hardware Compute and Perception Add-On for the Pepper Robot

DGX agent

arXiv:2606.12112v1 Announce Type: new Abstract: This paper presents the design, development, and experimental verification of PEBRE, an open-hardware add-on for fast software development on the Pepper

researcharxiv-cs-ro
11 Jun 2026
Hardware

Hardware-aware Low-latency Quantum Compilation with Data-driven Lightweight Error Detection for Early Fault-Tolerant Systems

DGX agent

arXiv:2606.07666v1 Announce Type: cross Abstract: Noisy intermediate-scale quantum (NISQ) processors are entering an early fault-tolerance regime where full quantum error correction carries prohibitiv

hardwarearxiv-cs-lg
9 Jun 2026
Safety

Learning Quantized Continuous Controllers for Integer Hardware

DGX agent

arXiv:2511.07046v4 Announce Type: replace-cross Abstract: Deploying continuous-control reinforcement learning policies on embedded hardware requires meeting tight latency and power budgets. Small FPGA

safetyarxiv-cs-ai
9 Jun 2026
Model Releases

LLMForge: Multi-Backend Hardware-Aware Neural Architecture Search with Infinite-Head Attention for Edge Language Models

DGX agent

arXiv:2605.17653v1 Announce Type: cross Abstract: Sub-billion-parameter Transformer language models are increasingly deployed on edge devices, where the privacy, latency, and operating-cost advantages

model-releasesarxiv-cs-ai
19 May 2026
Safety

Robust and Safe Multi-Agent Reinforcement Learning with Communication for Autonomous Vehicles: From Simulation to Hardware

DGX agent

arXiv:2506.00982v3 Announce Type: replace Abstract: Deep multi-agent reinforcement learning (MARL) has been demonstrated effectively in simulations for multi-robot problems. For autonomous vehicles, t

safetyarxiv-cs-ro
14 May 2026
Hardware

DeepFedNAS: Efficient Hardware-Aware Architecture Adaptation for Heterogeneous IoT Federations via Pareto-Guided Supernet Training

DGX agent

arXiv:2601.15127v3 Announce Type: replace-cross Abstract: Deploying federated learning across heterogeneous IoT device fleets requires tailored neural network architectures for each device class, yet

hardwarearxiv-cs-cv
11 May 2026
Model Releases

SwiftChannel: Algorithm-Hardware Co-Design for Deep Learning-Based 5G Channel Estimation

DGX agent

arXiv:2605.01931v1 Announce Type: cross Abstract: Channel estimation is crucial in 5G communication networks for optimizing transmission parameters and ensuring reliable, high-speed communication. How

model-releasesarxiv-cs-lg
5 May 2026
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