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123,042Total entries
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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

Leto: Fast In-Place Recovery for LLM Training on Surviving Hardware

DGX agent

arXiv:2610.00687v1 Announce Type: cross Abstract: Hardware-operable failures (HOFs) interrupt large language model (LLM) training but permit recovery on the same hardware without reset, repair, or rep

hardwarearxiv-cs-lg
2 Oct 2026
Model Releases

Faithful and Complete LLM-Assisted Automated Construction of Hierarchical Hardware Knowledge Graphs

DGX agent

arXiv:2610.12762v1 Announce Type: new Abstract: Hardware datasheets contain engineering specifications essential for component selection, system integration, and hardware compatibility verification. H

model-releasesarxiv-cs-ai
12 Oct 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
Research

Lock-in EP: An In-Situ Training Algorithm for Oscillatory Hardware

DGX agent

arXiv:2610.07283v1 Announce Type: new Abstract: Analog hardware platforms offer the potential to reduce energy consumption over digital architectures, but in order to succeed, large-scale analog syste

researcharxiv-cs-lg
7 Oct 2026
Hardware

Coco: An Agentic Copilot for the Hardware--Software Co-Design Lifecycle

DGX agent

arXiv:2610.02376v1 Announce Type: cross Abstract: Co-designing ML models and the accelerators that run them is an unusual reasoning task: architects must draw confident, high-stakes conclusions about

hardwarearxiv-cs-ai
5 Oct 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
Agents

BEHAVE: Functional Behavior Modeling Enables Self-Improving Agents for Hardware Design and Verification

DGX agent

arXiv:2609.34785v1 Announce Type: cross Abstract: Developing agents for hardware design and verification requires reliable correctness feedback. As a hardware specification may permit correct implemen

agentsarxiv-cs-lg
29 Sept 2026
Research

Precision-Aware Variable Bit Processing Elements for Hardware-Efficient Systolic Array Designs

DGX agent

arXiv:2608.22378v1 Announce Type: cross Abstract: Systolic arrays (SAs) have emerged as prominent hardware accelerators for matrix operations in deep learning, while floating point number formats enab

researcharxiv-cs-lg
25 Aug 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
Hardware

Hardware-Native Joint Sparse-Quantization for Trillion-Scale Mixture-of-Experts

DGX agent

arXiv:2610.02241v1 Announce Type: cross Abstract: Mixture-of-Experts (MoE) architectures allow frontier language models to scale to trillions of parameters, but their deployment is constrained by mass

hardwarearxiv-cs-ai
5 Oct 2026
Hardware

ENAS: An Efficient Hardware-Aware Neural Architecture Search Framework for TinyML on Resource-Constrained Microcontrollers

DGX agent

arXiv:2609.30272v1 Announce Type: cross Abstract: We present extbf{ENAS}, a hardware-aware Neural Architecture Search (NAS) framework that combines a static feasibility check, a cell-based search spac

hardwarearxiv-cs-ai
28 Sept 2026
Research

SkyEgg: Heterogeneity-Aware Hardware Synthesis via Equality Saturation

DGX agent

arXiv:2511.15323v2 Announce Type: replace-cross Abstract: Hardware synthesis is a key interface between high-level programs and accelerator designs. Modern FPGAs increasingly expose heterogeneity in r

researcharxiv-cs-cl
15 Sept 2026
Model Releases

Benchmarking AI Agents for Hardware Design Automation via MCP Tool Calling

DGX agent

arXiv:2608.26199v1 Announce Type: new Abstract: We ask whether AI agents powered by locally deployed large language models can reliably automate expert-defined hardware design workflows in an industry

model-releasesarxiv-cs-ai
28 Aug 2026
Local Ai

NAS-Driven Hardware Accelerator Exploration for Edge AI and Quantization Effects on the Pareto Space

DGX agent

arXiv:2608.13293v1 Announce Type: new Abstract: Edge AI deployment demands neural architectures that are simultaneously accurate, computationally efficient, and hardware-deployable - a challenge addre

local-aiarxiv-cs-ai
14 Aug 2026
Safety

FQTree: Fine-grained Quantization and Hardware Generation of Boosted Decision Trees

DGX agent

arXiv:2608.12140v1 Announce Type: cross Abstract: Boosted decision trees (BDTs) are widely used in latency-critical applications, but efficient hardware deployment remains challenging. Existing design

safetyarxiv-cs-lg
13 Aug 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

FreqSpaNet: Frequency and Spatial Learning of SFPF for Physical Layer Hardware Integrity Detection

DGX agent

arXiv:2609.17491v1 Announce Type: new Abstract: Unauthorized hardware replacement can preserve a wireless device's logical identity while altering its physical implementation, posing a challenge to ha

researcharxiv-cs-lg
16 Sept 2026
Model Releases

KernelFoundry: Hardware-aware evolutionary GPU kernel optimization

DGX agent

arXiv:2603.12440v2 Announce Type: replace-cross Abstract: GPU kernel optimization challenges LLMs beyond standard coding tasks, as it requires an understanding of hardware architecture, parallel compu

model-releasesarxiv-cs-lg
4 Sept 2026
Research

Hardware-in-the-Loop Phase-Aware CNN for Real-Time 5G Channel Estimation

DGX agent

arXiv:2608.14709v1 Announce Type: cross Abstract: This demo presents real-time AI-based uplink channel-estimation inference using data collected from a hardware-in-the-loop 5G platform. The data-colle

researcharxiv-cs-cv
18 Aug 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
Model Releases

Offline AI Modules: Voice-First Offline Architecture, Hardware Reference Stack, Quantization and Benchmarking

DGX agent

arXiv:2610.07026v1 Announce Type: new Abstract: The Offline AI Modules workstream enables practical, low-power, and community-accessible deployment of voice-first AI systems that operate fully offline

model-releasesarxiv-cs-ai
7 Oct 2026
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