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NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI

NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI

27 April 2025
Hanchen Yang
Zishen Wan
Ritik Raj
Joongun Park
Ziwei Li
A. Samajdar
A. Raychowdhury
Tushar Krishna
ArXivPDFHTML

Papers citing "NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI"

13 / 13 papers shown
Title
H3DFact: Heterogeneous 3D Integrated CIM for Factorization with
  Holographic Perceptual Representations
H3DFact: Heterogeneous 3D Integrated CIM for Factorization with Holographic Perceptual Representations
Zishen Wan
Che-Kai Liu
Mohamed Ibrahim
Hanchen Yang
S. Spetalnick
Tushar Krishna
A. Raychowdhury
53
8
0
05 Apr 2024
FlightLLM: Efficient Large Language Model Inference with a Complete
  Mapping Flow on FPGAs
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs
Shulin Zeng
Jun Liu
Guohao Dai
Xinhao Yang
Tianyu Fu
...
Zehao Wang
Ruoyu Zhang
Kairui Wen
Xuefei Ning
Yu Wang
87
63
0
08 Jan 2024
Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic
  AI
Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI
Zishen Wan
Che-Kai Liu
Hanchen Yang
Chaojian Li
Haoran You
Yonggan Fu
Cheng Wan
Tushar Krishna
Yingyan Lin
A. Raychowdhury
AAML
75
20
0
02 Jan 2024
Understanding the Potential of FPGA-Based Spatial Acceleration for Large
  Language Model Inference
Understanding the Potential of FPGA-Based Spatial Acceleration for Large Language Model Inference
Hongzheng Chen
Jiahao Zhang
Yixiao Du
Shaojie Xiang
Zichao Yue
Niansong Zhang
Yaohui Cai
Zhiru Zhang
67
39
0
23 Dec 2023
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting
  Computation in Superposition
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition
Nicolas Menet
Michael Hersche
G. Karunaratne
Luca Benini
Abu Sebastian
Abbas Rahimi
52
13
0
05 Dec 2023
A Benchmark for Compositional Visual Reasoning
A Benchmark for Compositional Visual Reasoning
Aimen Zerroug
Mohit Vaishnav
Julien Colin
Sebastian Musslick
Thomas Serre
OCL
CoGe
58
32
0
11 Jun 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic
  descriptions, and Conceptual Relations
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations
Lingjie Mei
Jiayuan Mao
Ziqi Wang
Chuang Gan
J. Tenenbaum
VLM
69
22
0
30 Mar 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive
  Matrices
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices
Michael Hersche
Mustafa Zeqiri
Luca Benini
Abu Sebastian
Abbas Rahimi
NAI
72
95
0
09 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing?
  A Structured Review
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review
Kyle Hamilton
Aparna Nayak
Bojan Bozic
Luca Longo
NAI
52
59
0
24 Feb 2022
Thinking Fast and Slow in AI
Thinking Fast and Slow in AI
G. Booch
F. Fabiano
L. Horesh
Kiran Kate
J. Lenchner
...
Andrea Loreggia
K. Murugesan
Nicholas Mattei
F. Rossi
Biplav Srivastava
56
96
0
12 Oct 2020
Stratified Rule-Aware Network for Abstract Visual Reasoning
Stratified Rule-Aware Network for Abstract Visual Reasoning
Sheng Hu
Yuqing Ma
Xianglong Liu
Yanlu Wei
Shihao Bai
42
106
0
17 Feb 2020
CLEVRER: CoLlision Events for Video REpresentation and Reasoning
CLEVRER: CoLlision Events for Video REpresentation and Reasoning
Kexin Yi
Yuta Saito
Yunzhu Li
Pushmeet Kohli
Jiajun Wu
Antonio Torralba
J. Tenenbaum
NAI
104
473
0
03 Oct 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and
  Sentences From Natural Supervision
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision
Jiayuan Mao
Chuang Gan
Pushmeet Kohli
J. Tenenbaum
Jiajun Wu
NAI
115
696
0
26 Apr 2019
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