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Agentic TCAD Calibration: From the Paper to a Reproducible Open Demo
A residual-guided, bounded, tool-using workflow for TCAD calibration of oxide-semiconductor transistors, with an open synthetic-data demo that runs on a laptop without a TCAD license.
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IRPS 2026: PINN-Assisted Compact Modeling for nvCAP Arrays
Physics-informed neural network (PINN) compact model for process variation in ferroelectric nvCAP crossbar arrays, enforcing monotone C-V and process trends with ReLU-based physics losses. Presented at IRPS 2026.
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Accelerating TCAD: AI Surrogate Modeling with PINO using NVIDIA PhysicsNeMo Framework
Physics-Informed Neural Operator (PINO) surrogate for Ferroelectric Vertical NAND retention analysis on NVIDIA PhysicsNeMo: from day-scale TCAD to second-scale inference (>10,000x speedup). Presented at ICMC 2026, with an open-source demo and tutorial video.
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IBM Analog Hardware Accelerator Kit Research Archive
Running transformer models (GPT-2, BERT) on analog in-memory computing hardware with IBM AIHWKit: a GPT-2 example now included in the official AIHWKit release, and a layer-wise noise sensitivity analysis of BERT on SQuAD.
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From Theory to Tapeout: SAR-ADC Full-custom IC Design Project
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