Cover Image

Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wan, Zishen, Liu, Che-Kai, Yang, Hanchen, Li, Chaojian, You, Haoran, Fu, Yonggan, Wan, Cheng, Krishna, Tushar, Lin, Yingyan, Raychowdhury, Arijit
Format:	Preprint
Published:	2024
Subjects:	Artificial Intelligence Hardware Architecture
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

REASON: Accelerating Probabilistic Logical Reasoning for Scalable Neuro-Symbolic Intelligence
by: Wan, Zishen, et al.
Published: (2026)

CogSys: Efficient and Scalable Neurosymbolic Cognition System via Algorithm-Hardware Co-Design
by: Wan, Zishen, et al.
Published: (2025)

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI
by: Yang, Hanchen, et al.
Published: (2025)

H3DFact: Heterogeneous 3D Integrated CIM for Factorization with Holographic Perceptual Representations
by: Wan, Zishen, et al.
Published: (2024)

Cross-Layer Design of Vector-Symbolic Computing: Bridging Cognition and Brain-Inspired Hardware Acceleration
by: Du, Shuting, et al.
Published: (2025)

GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models
by: Fu, Yonggan, et al.
Published: (2023)

SATA: Sparsity-Aware Scheduling for Selective Token Attention
by: Fan, Zhenkun, et al.
Published: (2026)

i-FlatCam: A 253 FPS, 91.49 $μ$J/Frame Ultra-Compact Intelligent Lensless Camera for Real-Time and Efficient Eye Tracking in VR/AR
by: Zhao, Yang, et al.
Published: (2022)

Instant-3D: Instant Neural Radiance Field Training Towards On-Device AR/VR 3D Reconstruction
by: Li, Sixu, et al.
Published: (2023)

Gaussian Blending Unit: An Edge GPU Plug-in for Real-Time Gaussian-Based Rendering in AR/VR
by: Ye, Zhifan, et al.
Published: (2025)

MG-Verilog: Multi-grained Dataset Towards Enhanced LLM-assisted Verilog Generation
by: Zhang, Yongan, et al.
Published: (2024)

A 28nm 1.80Mb/mm2 Digital/Analog Hybrid SRAM-CIM Macro Using 2D-Weighted Capacitor Array for Complex Number Mac Operations
by: Konno, Shota, et al.
Published: (2025)

2-in-1 Accelerator: Enabling Random Precision Switch for Winning Both Adversarial Robustness and Efficiency
by: Fu, Yonggan, et al.
Published: (2021)

SCALE-Sim v3: A modular cycle-accurate systolic accelerator simulator for end-to-end system analysis
by: Raj, Ritik, et al.
Published: (2025)

RT-NeRF: Real-Time On-Device Neural Radiance Fields Towards Immersive AR/VR Rendering
by: Li, Chaojian, et al.
Published: (2022)

EyeCoD: Eye Tracking System Acceleration via FlatCam-based Algorithm & Accelerator Co-Design
by: You, Haoran, et al.
Published: (2022)

Neuro-Photonix: Enabling Near-Sensor Neuro-Symbolic AI Computing on Silicon Photonics Substrate
by: Najafi, Deniz, et al.
Published: (2024)

3D-Carbon: An Analytical Carbon Modeling Tool for 3D and 2.5D Integrated Circuits
by: Zhao, Yujie, et al.
Published: (2023)

Algorithm-Hardware Co-Design of Distribution-Aware Logarithmic-Posit Encodings for Efficient DNN Inference
by: Ramachandran, Akshat, et al.
Published: (2024)

Gen-NeRF: Efficient and Generalizable Neural Radiance Fields via Algorithm-Hardware Co-Design
by: Fu, Yonggan, et al.
Published: (2023)

CREATE: Cross-Layer Resilience Characterization and Optimization for Efficient yet Reliable Embodied AI Systems
by: Xie, Tong, et al.
Published: (2026)

3DGauCIM: Accelerating Static/Dynamic 3D Gaussian Splatting via Digital CIM for High Frame Rate Real-Time Edge Rendering
by: Huang, Wei-Hsing, et al.
Published: (2025)

NeuroAI Temporal Neural Networks (NeuTNNs): Microarchitecture and Design Framework for Specialized Neuromorphic Processing Units
by: Venkatachalam, Shanmuga, et al.
Published: (2026)

FLARE: One-Shot PE-Level Fault Localization in Systolic Arrays via Algebraic Test Vectors
by: Venkatasubramanian, Logashree, et al.
Published: (2026)

ADDT -- A Digital Twin Framework for Proactive Safety Validation in Autonomous Driving Systems
by: Yu, Bo, et al.
Published: (2025)

ReaLM: Reliable and Efficient Large Language Model Inference with Statistical Algorithm-Based Fault Tolerance
by: Xie, Tong, et al.
Published: (2025)

GCoD: Graph Convolutional Network Acceleration via Dedicated Algorithm and Accelerator Co-Design
by: You, Haoran, et al.
Published: (2021)

A Survey of Neural Network Variational Monte Carlo from a Computing Workload Characterization Perspective
by: Xiao, Zhengze, et al.
Published: (2026)

FEATHER: A Reconfigurable Accelerator with Data Reordering Support for Low-Cost On-Chip Dataflow Switching
by: Tong, Jianming, et al.
Published: (2024)

MCMComm: Hardware-Software Co-Optimization for End-to-End Communication in Multi-Chip-Modules
by: Raj, Ritik, et al.
Published: (2025)

Overmind NSA: A Unified Neuro-Symbolic Computing Architecture with Approximate Nonlinear Activations and Preemptive Memory Bypass
by: Wang, Weilun, et al.
Published: (2026)

StreamTensor: Make Tensors Stream in Dataflow Accelerators for LLMs
by: Ye, Hanchen, et al.
Published: (2025)

Branch Target Buffer Reverse Engineering on Arm
by: Wan, Junpeng
Published: (2024)

RTGS: Real-Time 3D Gaussian Splatting SLAM via Multi-Level Redundancy Reduction
by: Li, Leshu, et al.
Published: (2025)

Uni-Render: A Unified Accelerator for Real-Time Rendering Across Diverse Neural Renderers
by: Li, Chaojian, et al.
Published: (2025)

Toward Open-Source Chiplets for HPC and AI: Occamy and Beyond
by: Scheffler, Paul, et al.
Published: (2025)

ViTCoD: Vision Transformer Acceleration via Dedicated Algorithm and Accelerator Co-Design
by: You, Haoran, et al.
Published: (2022)

PipeOrgan: Efficient Inter-operation Pipelining with Flexible Spatial Organization and Interconnects
by: Garg, Raveesh, et al.
Published: (2024)

Axon: A novel systolic array architecture for improved run time and energy efficient GeMM and Conv operation with on-chip im2col
by: Nayan, Md Mizanur Rahaman, et al.
Published: (2025)