Mapping Machine Learning to Physics (ML2) Proposers Day
| Location: |
Federal |
| Posted: |
Aug 13, 2025 |
| Due: |
Aug 25, 2025 |
| Agency: |
DEPT OF DEFENSE |
| Type of Government: |
Federal |
| Category: |
- A - Research and development
|
| Solicitation No: |
DARPA-SN-25-102 |
| Publication URL: |
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Mapping Machine Learning to Physics (ML2) Proposers Day
Active
Contract Opportunity
Notice ID
DARPA-SN-25-102
Department/Ind. Agency
DEPT OF DEFENSE
Sub-tier
DEFENSE ADVANCED RESEARCH PROJECTS AGENCY (DARPA)
Office
DEF ADVANCED RESEARCH PROJECTS AGCY
General Information
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Contract Opportunity Type: Special Notice (Original)
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Original Published Date: Aug 13, 2025 12:21 pm EDT
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Original Response Date: Aug 25, 2025 05:00 pm EDT
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Inactive Policy: Manual
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Original Inactive Date:
Aug 27, 2025
-
Initiative:
Classification
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Original Set Aside:
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Product Service Code: AC11 - NATIONAL DEFENSE R&D SERVICES; DEPARTMENT OF DEFENSE - MILITARY; BASIC RESEARCH
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NAICS Code:
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541715 - Research and Development in the Physical, Engineering, and Life Sciences (except Nanotechnology and Biotechnology)
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Place of Performance:
Description
Machine learning (ML) moves fast, but it needs power. More power than we have, and that’s the problem. The Department of Defense faces additional constraints with ML deployments at the edge in resource-limited battlefield environments.
The ML2P program is about prioritizing power efficiency consumption right from the start. ML2P will map ML efficiency directly to physics using precise Joule measurements, enabling accurate power and performance predictions across diverse hardware architectures.
ML2P will develop multi-objective optimization functions that balance power consumption with performance metrics and discover how local optimizations interact through Energy Semantics of ML (ES-ML) to solve the energy-aware ML optimization problem.
Attachments/Links
Contact Information
Contracting Office Address
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675 NORTH RANDOLPH STREET
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ARLINGTON , VA 222032114
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USA
Secondary Point of Contact
History
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Aug 13, 2025 12:21 pm EDTSpecial Notice (Original)
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