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08/30/2023
READ: Reliability-Enhanced Accelerator Dataflow Optimization using Critical Input Pattern Reduction
With the rapid advancements of deep learning in recent years, hardware a...
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08/07/2023
LEAPS: Topological-Layout-Adaptable Multi-die FPGA Placement for Super Long Line Minimization
Multi-die FPGAs are crucial components in modern computing systems, part...
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08/07/2023
Imbalanced Large Graph Learning Framework for FPGA Logic Elements Packing Prediction
Packing is a required step in a typical FPGA CAD flow. It has high impac...
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06/29/2023
OpenPARF: An Open-Source Placement and Routing Framework for Large-Scale Heterogeneous FPGAs with Deep Learning Toolkit
This paper proposes OpenPARF, an open-source placement and routing frame...
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05/07/2023
HybridNet: Dual-Branch Fusion of Geometrical and Topological Views for VLSI Congestion Prediction
Accurate early congestion prediction can prevent unpleasant surprises at...
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03/16/2023
Multi-Electrostatic FPGA Placement Considering SLICEL-SLICEM Heterogeneity, Clock Feasibility, and Timing Optimization
When modern FPGA architecture becomes increasingly complicated, modern F...
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08/01/2022
CircuitNet: An Open-Source Dataset for Machine Learning Applications in Electronic Design Automation (EDA)
The electronic design automation (EDA) community has been actively explo...
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03/24/2022
LHNN: Lattice Hypergraph Neural Network for VLSI Congestion Prediction
Precise congestion prediction from a placement solution plays a crucial ...
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03/16/2022
Concurrent CPU-GPU Task Programming using Modern C++
In this paper, we introduce Heteroflow, a new C++ library to help develo...
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02/28/2022
Towards Machine Learning for Placement and Routing in Chip Design: a Methodological Overview
Placement and routing are two indispensable and challenging (NP-hard) ta...
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02/01/2022
Pipeflow: An Efficient Task-Parallel Pipeline Programming Framework using Modern C++
Pipeline is a fundamental parallel programming pattern. Mainstream pipel...
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04/23/2020
Cpp-Taskflow v2: A General-purpose Parallel and Heterogeneous Task Programming System at Scale
The Cpp-Taskflow project addresses the long-standing question: How can w...
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04/23/2020
Cpp-Taskflow: A General-purpose Parallel and Heterogeneous Task Programming System at Scale
The Cpp-Taskflow project addresses the long-standing question: How can w...
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12/26/2018
Towards a Theoretical Understanding of Hashing-Based Neural Nets
Parameter reduction has been an important topic in deep learning due to ...
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09/20/2018
OpenMPL: An Open Source Layout Decomposer
Multiple patterning lithography has been widely adopted in advanced tech...
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06/27/2018
Data Efficient Lithography Modeling with Transfer Learning and Active Data Selection
Lithography simulation is one of the key steps in physical verification,...
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03/17/2018