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Haoxing (Mark) Ren
NVIDIA
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Differentiable Edge-based OPC
ReLS: Retrieval Is Efficient Knowledge Transfer For Logic Synthesis
Learning to Compare Hardware Designs for High-Level Synthesis
Optimizing Predictive AI in Physical Design Flows with Mini Pixel Batch Gradient Descent
VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool
ILILT: Implicit Learning of Inverse Lithography Technologies
Large Language Model (LLM) for Standard Cell Layout Design Optimization
Challenges for Automating PCB Layout (Invited)
RTLFixer: Automatically Fixing RTL Syntax Errors with Large Language Models
OpenROAD and CircuitOps: Infrastructure for ML EDA Research and Education
Challenges for Automating PCB Layout (Invited)
Novel Transformer Model Based Clustering Method for Standard Cell Design Automation
GPU/ML-Enhanced Large Scale Global Routing Contest
MedPart: A Multi-Level Evolutionary Differentiable Hypergraph Partitioner
CircuitOps: An ML Infrastructure Enabling Generative AI for VLSI Circuit Optimization
Late Breaking Results: Test Selection For RTL Coverage By Unsupervised Learning From Fast Functional Simulation
GATSPI: GPU accelerated gate-level simulation for power improvement
NVCell 2: Routability-Driven Standard Cell Layout in Advanced Nodes with Lattice Graph Routability Model
Enabling scalable AI computational lithography with physics-inspired models
BufFormer: A Generative ML Framework for Scalable Buffering
Generic lithography modeling with dual-band optics-inspired neural networks
Placement Optimization via PPA-Directed Graph Clustering
GRANNITE: Graph Neural Network Inference for Transferable Power Estimation
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