Application of C++ in Cancer Modeling • The speaker (Ruibo) • University of Washington, department of applied mathematics • Cancer Modeling Group: Evolution of cancer initiation • Group leader:

Event Name 1 © 2023 Intel Corporation and Jeffrey E. Erickson cppcon 2023 1cppcon 2023 Behavioral Modeling in HW/SW Co-design using C++ coroutines Jeffrey E Erickson, Ph.D. Sebastian Schönberg, Ph.D.© enabling language feature • To date, coroutines have been about execution and workloads • In the modeling context, coroutines… • Provide syntactic sugar for things like state machines • Look more like Jeffrey E. Erickson cppcon 2023 41 What I hope you can walk away with… • Coroutines are a great modeling tool! • Coroutines make complex code easier to write • You can create complex ‘parallel’ models

design patterns 87Unified Modeling Language (UML) A compact way to represent software systems 88What is the Unified Modeling Language (UML)? 89 ● A general-purpose modeling language for software engineers engineers to visualize the design of a system. ○ https://en.wikipedia.org/wiki/Unified_Modeling_Langu age ● Developed around 1994 through 1996. ● Useful for reading other folks work, useful as a

Digital And Nonlinear State Space Formulations", Proc. of DAFX 11, 2008 Kurt Werner, "Virtual Analog Modeling of Audio Circuitry Using Wave Digital Filters", PhD. Dissertation, Stanford University, 2016 C++ achieved the best or 2nd-best score. Code Repository Reference Paper References: "A Wave-Digital Modeling Library for the Faust Programming Language", D. Roosenburg et. al, SMC, 2021 "RT-WDF—A Modular Wave

Drivers (IOCTL) Message Queue SystemsAttack Surface Reduction Know your attack surface • Threat modeling • AttackSurfaceAnalyzer - https://github.com/microsoft/Att ackSurfaceAnalyzer Isolate problematic libImportance of a security-focused mindset Considering security from the start of a project Threat modeling at the design stage Know the trust boundaries Focus on attack vectors Build attacker scenarios

oundaries-of-speech-recognition-with-nemo-parakeet-asr- models/ 【11】Mamba: Linear-time sequence modeling with selective state spaces 【12】Peng, Bo, et al. "Rwkv: Reinventing rnns for the transformer era 功耗进行快速实时计算，发表于 2021 年计算机体系结构领域 81 / 111 MICRO 会议，论文题目为《可用于大规模商业化处理器的全自动化功耗模拟架构 （APOLLO:An Automated Power Modeling Framework for Runtime Power Introspection in High-Volume Commercial Microprocessors）》[10]（一作谢知遥博士目 2011. [10] Zhiyao Xie, Xiaoqing Xu, Matt Walker, Joshua Knebel, et al. APOLLO: An Automated Power Modeling 87 / 111 Framework for Runtime Power Introspection in High-Volume Commercial Microprocessors,

Representing the store • Solving constraints • Guiding the analysis • Immutable data structures? • Modeling loops?From source to values Stack struct S { int *p; }; int f() { S a[10]; // ...

const* buf) = 0; };Source code sharingTwo stories of source code sharing ● Simple ML guitar amp modeling (not production) ○ Can be converted to header only ○ Depends on eigen (we already use) ● Adopting

workday" Adobe 78exhaustion rest is existentially important Adobe 79exhaustion use social capital & modeling to protect your rest time Adobe 80exhaustion mind the power dynamics Adobe 82exhaustion who

l research ➢Stan Math Library (Differentiable C++ for linear algebra and probability) ➢Cancer modeling research (talk by Ruibo Zhang, CppCon 2024) • Data Science/Machine Learning (TensorFlow Library)