Institute for Computational and Mathematical Engineering at Stanford University (ICME)

What Institute for Computational and Mathematical Engineering at Stanford University (ICME) does

ICME is an interdisciplinary academic institute within Stanford University's School of Engineering, founded in 2003 to advance computational mathematics, scientific computing, data science, and machine learning. It runs MS and PhD degree programs in Computational and Mathematical Engineering, supports affiliated faculty across departments, and conducts applied research spanning numerical linear algebra, optimization, high-performance computing, generative AI, scientific machine learning, and AI for Science. The institute operates the HANA Immersive Visualization Environment (HIVE) and shared HPC resources as research infrastructure, and convenes annual events including a Research Symposium (most recently the May 2026 AI for Science and Engineering symposium) and an industry Career Forum.

ICME's business model is structured around four revenue streams administered largely through Stanford: (i) graduate tuition for MS and PhD programs; (ii) federal and private research grants from DOE, NSF, and NIH supporting faculty research and student positions; (iii) fee-based professional development workshops for industry professionals on LLMs, diffusion models, quantum computing, uncertainty quantification, and AI agents, priced at $850 for affiliates/nonprofits and $1,350 for non-affiliates; and (iv) the Education Affiliate Program, which connects industry and national laboratories with students through the Career Forum and collaborative research. Core technology consists of GPU-aware numerical algorithms, surrogate and reduced-order modeling, transformer-based architectures for science, vision-language models, and Multi-Component Programs for tool-augmented AI agents.

ICME serves two principal customer segments: prospective and current graduate students pursuing computational/mathematical engineering training, and industry and national laboratory affiliates — including Apple, Snowflake, IBM, Adobe, NVIDIA, Anthropic, OpenAI, Balyasny Asset Management, UBS, Vanguard, TotalEnergies, Sandia National Laboratories, and SLAC — who use the institute for recruiting, research collaboration, and employee professional development. Day-to-day operations are run by a small administrative core (8 staff) under Director Eric Darve, supported by affiliated faculty, postdocs, and graduate students.

Name

Institute for Computational and Mathematical Engineering at Stanford University (ICME)

Legal name

Institute for Computational & Mathematical Engineering (ICME), Stanford University

Website

https://icme.stanford.edu

Company type

Private

Founded year

2004

Operating status

Operating

Headcount range

1–10 employees

Short description

ICME is Stanford University's interdisciplinary institute for computational mathematics, scientific computing, data science, and machine learning, offering MS and PhD programs, applied research, and an industry affiliate program serving technology, finance, energy, biotech, and national laboratory employers.

Ownership category

akta.pro rank

Headquarters

HQ city

Stanford

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B and B2C

Offering type

Services

Cost components

Personnel, Technology or R&D, Operations, Infrastructure

Revenue model

1. Graduate Education: Stanford University tuition-funded MS and PhD programs in computational and mathematical engineering.
2. Research Grants: Federal and private research funding from agencies including DOE, NSF, NIH supporting faculty research and student positions.
3. Professional Development Workshops: Fee-based workshops for industry professionals on topics including Transformers/LLMs, Diffusion Models, Quantum Computing. Tuition: $850 for affiliates/nonprofit collaborators, $1350 for non-affiliates.
4. Affiliate Program: Education Affiliate Program connecting industry and national labs with students through career forums, recruiting events, and collaborative programs.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels8 records

Core offering

ICME is an interdisciplinary academic institute at Stanford University that delivers MS and PhD graduate degree programs in computational and mathematical engineering, supported by faculty and student research in computational mathematics, data science, scientific computing, and machine learning. It runs an Education Affiliate Program that connects industry partners and national laboratories with students through recruiting and the annual Career Forum, and offers fee-based professional development workshops on topics such as LLMs, diffusion/vision models, quantum computing, and uncertainty quantification.

Differentiator

Problem solved

Functional benefit

Products and services

• MS in Computational and Mathematical Engineering Master of Science graduate degree program at Stanford for students pursuing advanced study in computational mathematics, data science, scientific computing, and machine learning, taught by affiliated Stanford faculty.
• PhD in Computational and Mathematical Engineering Doctor of Philosophy graduate degree program at Stanford for students pursuing original research at the intersection of computational mathematics, machine learning, and engineering application.
• ICME Education Affiliate Program Membership-based partnership program for companies and national labs to recruit MS/PhD talent, host events, and engage with faculty and students on research at Stanford's ICME.
• Transformers & Large Language Models Workshop One-day fee-based workshop for industry professionals on Transformer architecture and LLMs within NLP, including prompting, fine-tuning, and hands-on practice, offered through the ICME Affiliate Program.
• Diffusion & Large Vision Models Workshop Fee-based professional development workshop for industry professionals and researchers on diffusion models and large vision models, covering image/video generation, segmentation, and multimodal learning.
• Enhancing Optimization Workflows with Quantum Computers Workshop Fee-based professional development workshop on hybrid quantum-classical computing for optimization, with hands-on programming for researchers, engineers, and technologists.
• Uncertainty Quantification in Data-Centric Simulations Workshop One-day fee-based workshop on uncertainty quantification methods for data-centric simulations, offered as part of ICME's Affiliate Program professional development series.
• From LLMs to Agents: Building Intelligent Systems Workshop One-day fee-based workshop on building AI agent systems on top of LLMs, focusing on tool use and system-level design, offered through ICME's Affiliate Program professional development series.

Quantifiable outcome

• AI for Science Symposium 2026: Research on AI transforming scientific discovery in genomics, cosmology, healthcare, quantum computing, finance, and generative modeling.
• +1 more outcomes

Named customers13 records

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability15 records

Feature2 records

Partnerships

17 partnerships are on record, tiered core and secondary.

• Stanford Institute for Human-Centered Artificial Intelligence (HAI)coreStrategic or Co-development Partner · 1 January 2024Co-sponsor of AI for Science workshops bringing together SLAC domain scientists and Stanford AI researchers. Partnership focuses on advancing DOE's vision for AI and science.
• SLAC National Accelerator LaboratorycoreStrategic or Co-development PartnerSLAC is a key research partner co-hosting workshops like 'Bridging the Farm: AI for Science at SLAC and Stanford' with HAI and ICME. SLAC scientists present at ICME events and collaborate on DOE science applications of AI.
• TotalEnergiescoreStrategic or Co-development PartnerICME Affiliate member and research collaborator. VP Hervé Gross (MS '03, PhD '06) leads TotalEnergies' CCUS R&D in North America and collaborates on GEOS simulation tools for CO2 geological storage.
• Sandia National LaboratoriescoreStrategic or Co-development PartnerICME Affiliate member. Researchers like Jerry Watkins (MS '14, PhD '17) present at ICME events. Collaboration on computational science, ice-sheet modeling, and national security research.
• Chan Zuckerberg Biohub San FranciscosecondaryStrategic or Co-development PartnerPresented on mapping dynamic cell systems using imaging, AI, and computational biology. CZ Biohub integrates systems biology, imaging, and AI to advance biological discovery.
• NVIDIAcoreStrategic or Co-development PartnerIndustry keynote speakers at ICME events (Bill Dally, Chief Scientist; Rama Akkiraju, VP AI/ML). NVIDIA sponsors career events and engages with students on AI and HPC topics.
• Cerebras SystemssecondaryStrategic or Co-development PartnerCEO Andrew Feldman delivered industry keynote at Research Symposium 2026 just after Cerebras IPO. Partnership on wafer-scale computing and scientific discovery.
• Balyasny Asset ManagementcoreChannel Partner/ Reseller/ DistributorICME Affiliate and major recruiter through coding challenges, tech talks, and career forums. Employees present on quantitative research and trading strategies. Over $28.1B AUM hedge fund.
• UpstartsecondaryChannel Partner/ Reseller/ DistributorICME Affiliate. Presents on ML-driven lending and career opportunities. Alumni Paul Magon de la Villehuchet (MS '19) represents company at lunch and learn sessions.
• InditexsecondaryChannel Partner/ Reseller/ DistributorICME Affiliate (global fashion leader behind Zara). Presents on AI applications in fashion distribution, forecasting, and retail operations.
• IntelsecondaryChannel Partner/ Reseller/ DistributorICME Affiliate. Presents on GenAI solutions on Gaudi platform, HPC, and GPU acceleration. Alumni like Aasavari Kakne (MS '22) represent company at events.
• SLB (Schlumberger)secondaryChannel Partner/ Reseller/ DistributorICME Affiliate. Presents on HPC and GPU optimization for matrix computations. Hosts open house events for students interested in energy sector careers.
• MathWorkssecondaryChannel Partner/ Reseller/ DistributorCo-sponsors MATLAB Fundamentals workshops. Provides software and educational support for ICME courses and student learning.
• AnthropicsecondaryChannel Partner/ Reseller/ DistributorPresents on career opportunities in AI and Claude applications. Education Partnerships team engages with students on AI career development.
• OpenAIsecondaryStrategic or Co-development PartnerResearch Scientist Alex Lupsasca presented on AI-assisted physics research and black hole symmetries. Alumni like Hao Sheng (MS '17, PhD '21) work at OpenAI.
• MatroidsecondaryChannel Partner/ Reseller/ DistributorICME Affiliate. Founder Reza Zadeh (PhD '13) presents on computer vision and building detectors without code. Represents industry connection to startup ecosystem.
• Sphinx AIsecondaryChannel Partner/ Reseller/ DistributorICME Affiliate. CEO Rohan Kodialam presents on building data understanding into agentic systems and autonomous analytics.

Scale indicators4 records

Recent moves7 records

Expansion highlights5 records

Market position

Weaknesses5 records

Competitive moat4 records

Customer concentration

• YouTubeyoutube.com/user/ICMEStudio
• LinkedInlinkedin.com/company/icme-stanford

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds

Investors

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M&A

Investments

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Frequently asked questions about Institute for Computational and Mathematical Engineering at Stanford University (ICME)