<div dir="ltr"><div dir="ltr">Dear RAISE@UCR colleagues, <div>the National Academies just came up with a new report on foundation models for scientific discovery; please find the report attached to this email. It seems very related to the discussions we had during and after the UC lab-fees workshop we organized with the DOE labs last year (AI for Science). It may be of interest to many of you.</div><div><br></div><div>best (and happy holidays)</div><div>Vassilis and Amit</div><div><br><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">---------- Forwarded message ---------<br>From: <strong class="gmail_sendername" dir="auto">National Academies</strong> <span dir="auto"><<a href="mailto:nasem@nationalacademies.org" target="_blank">nasem@nationalacademies.org</a>></span><br>Date: Sun, Dec 21, 2025 at 11:33 AM<br>Subject: New Report: Foundation Models for Scientific Discovery and Innovation: Opportunities Across the Department of Energy and the Scientific Enterprise<br>To:  <<a href="mailto:vtsotras@ucr.edu" target="_blank">vtsotras@ucr.edu</a>><br></div><br><br><div><u></u>
    
    
    
    
    
    




    


    
      
  
  
    
  
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    <div id="m_-7447851409764067599m_-1304575640039194440preview_text" style="display:none;font-size:1px;color:#eaf0f6;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden" lang="en">A new National Academies’ report explores how DOE can develop foundation models to advance scientific discovery.</div>
    

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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="font-family:Merriweather,Georgia,sans-serif;font-size:14px;color:#000000;word-break:break-word;padding:10px 30px 0px"><div id="m_-7447851409764067599m_-1304575640039194440hs_cos_wrapper_module-4-0-0" style="color:inherit;font-size:inherit;line-height:inherit"><div id="m_-7447851409764067599m_-1304575640039194440hs_cos_wrapper_module-4-0-0_" style="color:inherit;font-size:inherit;line-height:inherit"><h2 style="margin:0;font-weight:normal;line-height:175%;font-size:20px"><span style="color:#ffffff">Foundation Models for Scientific Discovery and Innovation: Opportunities Across the Department of Energy and the Scientific Enterprise</span></h2></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="font-family:Merriweather,Georgia,sans-serif;font-size:14px;color:#000000;word-break:break-word;padding:10px 30px"><div id="m_-7447851409764067599m_-1304575640039194440hs_cos_wrapper_module-4-0-1" style="color:inherit;font-size:inherit;line-height:inherit"><div id="m_-7447851409764067599m_-1304575640039194440hs_cos_wrapper_module-4-0-1_" style="color:inherit;font-size:inherit;line-height:inherit"><h3 style="margin:0px;font-family:Merriweather,Georgia,serif;font-weight:300;line-height:212%;color:#f6f6f9;font-style:italic;font-size:16px">CONSENSUS STUDY REPORT  </h3></div></div></td></tr></tbody></table>
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    <table role="presentation" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="font-family:Merriweather,Georgia,sans-serif;font-size:14px;color:#000000;word-break:break-word;padding:0px 30px"><div id="m_-7447851409764067599m_-1304575640039194440hs_cos_wrapper_module-4-0-2" style="color:inherit;font-size:inherit;line-height:inherit"><div id="m_-7447851409764067599m_-1304575640039194440hs_cos_wrapper_module-4-0-2_" style="color:inherit;font-size:inherit;line-height:inherit"><p style="line-height:150%"><span style="color:#ffffff;font-family:'Merriweather Sans',Arial,Helvetica,sans-serif">Our new report recommends ways the Department of Energy can harness foundation models and artificial intelligence to revolutionize scientific discovery, from autonomous labs to technology development.</span><span style="font-family:'Merriweather Sans',Arial,Helvetica,sans-serif;color:#f6f6f9"> </span></p></div></div></td></tr></tbody></table>
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<p style="line-height:150%"><span style="color:#000000;font-family:Merriweather,Georgia,sans-serif">Foundation models—artificial intelligence systems trained on massive data sets to perform a wide range of tasks—have the potential to transform scientific discovery and innovation. <br><br>At the request of the U.S. Department of Energy (DOE), the National Academies conducted a study to consider the capabilities of current foundation models as well as future possibilities and challenges. The report explores how foundation models can complement traditional computational methods to advance scientific discovery, highlights successful use cases, and recommends strategic approaches and investments to support DOE’s mission.   </span><span style="font-family:Merriweather,Georgia,sans-serif;font-size:14px;color:#000000"> </span></p>
<p style="line-height:150%;font-weight:bold"><span style="font-weight:normal"><br></span>Explore the report and report resources below: </p>
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</ul>
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</ul>
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<li aria-setsize="-1"><a href="https://d5Prq104.na1.hubspotlinks.com/Ctc/DR+113/d5Prq104/MVr6n6d54pmW2-_w_T5-TfSKW3X6sTS5HlknyN4qMxLH5nXHCW8wM7ks6lZ3nMW7yY7r74gYLW6W7cgpc57qyCj0VMbGwD41hW7KW5fwTC873G2_yW3TH92L1vQZcBVghlcP6gx_jsW7QYD8B7ntrrFW6PRDQh3wTm5DW8lkhsl3hQlvmW1j69V266f7bZMk0tp5Hhb9tN2XWj_ZP0486W7rsTp18JxVxhW3HCxXc7-ClJmW9gj08y3Yt7hRW3m-rBx5hKdhMW6W-4qF4PZrFVW4MXmVB15qjLTW85sWyx2tFY-pW73q2P652yHX8W82LLnj6ZZq5HW8X0tFl8vf5PpW27Vm9q3sQ_1-W8XrXhq39pTmfW5tw9qp10ZjB8W2bD0tj25T06MN7djk6yZXMrPF8LL_h4GVgBW7HcL-g2Q6r7kW70pVCN3n8xxtVgHy5C75YDhwW1JP_yl8lZnP_W4s_G5C6vWyhGVp4jkS4cMfrTW8tzqwD561Y5pW3YwKM42fBMs5W7RkPny7t4ttVVq2cL736H9PxVY7dmW6yhCMsW6H9bgn2bw2VDW61tp7-5DKG3sW3SgWHq3vY6M3W1_BXdw8BK5PBN8PbNMzV1bFff5_7KR804" style="color:#211747" target="_blank">Press Release</a> </li>
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              Advances in artificial intelligence, and specifically in machine learning, are enabling new capabilities across nearly every sector of the economy. Many of these applications - such as automated ...
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              Foundational Research Gaps and Future Directions for Digital Twins
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              Across multiple domains of science, engineering, and medicine, excitement is growing about the potential of digital twins to transform scientific research, industrial practices, and many aspects ...
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              Cyber Hard Problems: Focused Steps Toward a Resilient Digital Future
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              Cyber technologies underpin every facet of the economy and are critical for national security. Cyber and cyber-enabled systems are rapidly growing in both complexity and scale, and - despite ...
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              Defense Software for a Contested Future: Agility, Assurance, and Incentives
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            <p style="margin:0 0 10px 0">
              U.S. national security depends on defense software that is secure, reliable, and agile. At the request of the Defense Advanced Research Projects Agency (DARPA), the National Academies of ...
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                    Buy This Book
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                    Download Free PDF
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