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Main Authors:	Li, Guoyu, Zheng, Pengbo, Weng, Jian, Yang, Enshan
Format:	Preprint
Published:	2025
Subjects:	Hardware Architecture Artificial Intelligence
Online Access:	https://arxiv.org/abs/2506.11441
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CAT: Customized Transformer Accelerator Framework on Versal ACAP
by: Zhang, Wenbo, et al.
Published: (2024)

WideSA: A High Array Utilization Mapping Scheme for Uniform Recurrences on the Versal ACAP Architecture
by: Dai, Tuo, et al.
Published: (2024)

PIM-LLM: A High-Throughput Hybrid PIM Architecture for 1-bit LLMs
by: Malekar, Jinendra, et al.
Published: (2025)

AP-DRL: A Synergistic Algorithm-Hardware Framework for Automatic Task Partitioning of Deep Reinforcement Learning on Versal ACAP
by: Li, Enlai, et al.
Published: (2026)

ArchPower: Dataset for Architecture-Level Power Modeling of Modern CPU Design
by: Zhang, Qijun, et al.
Published: (2025)

A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures
by: Curzel, Serena, et al.
Published: (2023)

Agentic Architect: An Agentic AI Framework for Architecture Design Exploration and Optimization
by: Blasberg, Alexander, et al.
Published: (2026)

Efficient Deployment of CNN Models on Multiple In-Memory Computing Units
by: Bougioukou, Eleni, et al.
Published: (2025)

TurboAttention: Efficient Attention Approximation For High Throughputs LLMs
by: Kang, Hao, et al.
Published: (2024)

Architectural Design and Performance Analysis of FPGA based AI Accelerators: A Comprehensive Review
by: Chatterjee, Soumita, et al.
Published: (2026)

Efficient Orchestrated AI Workflows Execution on Scale-out Spatial Architecture
by: Deng, Jinyi, et al.
Published: (2024)

iDSE: Navigating Design Space Exploration in High-Level Synthesis Using LLMs
by: Li, Runkai, et al.
Published: (2025)

HAPM -- Hardware Aware Pruning Method for CNN hardware accelerators in resource constrained devices
by: Peccia, Federico Nicolas, et al.
Published: (2024)

Comprehensive Design Space Exploration for Tensorized Neural Network Hardware Accelerators
by: Zhang, Jinsong, et al.
Published: (2025)

MARCA: Mamba Accelerator with ReConfigurable Architecture
by: Li, Jinhao, et al.
Published: (2024)

TriGen: NPU Architecture for End-to-End Acceleration of Large Language Models based on SW-HW Co-Design
by: Lee, Jonghun, et al.
Published: (2026)

Expert Streaming: Accelerating Low-Batch MoE Inference via Multi-chiplet Architecture and Dynamic Expert Trajectory Scheduling
by: Ma, Songchen, et al.
Published: (2026)

At the Edge of the Heart: ULP FPGA-Based CNN for On-Device Cardiac Feature Extraction in Smart Health Sensors for Astronauts
by: Rahman, Kazi Mohammad Abidur, et al.
Published: (2026)

LUT-DLA: Lookup Table as Efficient Extreme Low-Bit Deep Learning Accelerator
by: Li, Guoyu, et al.
Published: (2025)

Towards Efficient Neuro-Symbolic AI: From Workload Characterization to Hardware Architecture
by: Wan, Zishen, et al.
Published: (2024)

AHASD: Asynchronous Heterogeneous Architecture for LLM Adaptive Drafting Speculative Decoding on Mobile Devices
by: Zirui, Ma, et al.
Published: (2026)

HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation
by: Chen, Yao, et al.
Published: (2022)

AMD Versal Implementations of FAM and SSCA Estimators
by: Li, Carol Jingyi, et al.
Published: (2025)

A 10.60 $μ$W 150 GOPS Mixed-Bit-Width Sparse CNN Accelerator for Life-Threatening Ventricular Arrhythmia Detection
by: Qin, Yifan, et al.
Published: (2024)

HLS-Eval: A Benchmark and Framework for Evaluating LLMs on High-Level Synthesis Design Tasks
by: Abi-Karam, Stefan, et al.
Published: (2025)

LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation
by: Zhong, Ruizhe, et al.
Published: (2023)

AnalogSeeker: An Open-source Foundation Language Model for Analog Circuit Design
by: Chen, Zihao, et al.
Published: (2025)

FractalCloud: A Fractal-Inspired Architecture for Efficient Large-Scale Point Cloud Processing
by: Fu, Yuzhe, et al.
Published: (2025)

TriMoE: Augmenting GPU with AMX-Enabled CPU and DIMM-NDP for High-Throughput MoE Inference via Offloading
by: Pan, Yudong, et al.
Published: (2026)

DPU or GPU for Accelerating Neural Networks Inference -- Why not both? Split CNN Inference
by: Oztas, Ali Emre, et al.
Published: (2026)

Assessing Large Language Models in Generating RTL Design Specifications
by: Huang, Hung-Ming, et al.
Published: (2025)

Low Power Approximate Multiplier Architecture for Deep Neural Networks
by: Jaswal, Pragun, et al.
Published: (2025)

ELSA: An ELastic SNN Inference Architecture for Efficient Neuromorphic Computing
by: You, Kang, et al.
Published: (2026)

NOVA: NoC-based Vector Unit for Mapping Attention Layers on a CNN Accelerator
by: Upadhyay, Mohit, et al.
Published: (2024)

YOCO: A Hybrid In-Memory Computing Architecture with 8-bit Sub-PetaOps/W In-Situ Multiply Arithmetic for Large-Scale AI
by: Xuan, Zihao, et al.
Published: (2023)

PrefixAgent: An LLM-Powered Design Framework for Efficient Prefix Adder Optimization
by: Zuo, Dongsheng, et al.
Published: (2025)

Design Rules for Extreme-Edge Scientific Computing on AI Engines
by: Ma, Zhenghua, et al.
Published: (2026)

ChipMind: Retrieval-Augmented Reasoning for Long-Context Circuit Design Specifications
by: Xing, Changwen, et al.
Published: (2025)

LUMINA: LLM-Guided GPU Architecture Exploration via Bottleneck Analysis
by: Zhang, Tao, et al.
Published: (2026)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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