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<!DOCTYPE html>
<html lang="en-us">
<head>
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<title> SAIL@Princeton </title>
<style type="text/css">
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color: rgb(7, 107, 255);
}
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margin-bottom: 10px;
}
</style>
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let searchQuery = getQueryParam("search");
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$(this).closest("li").toggle(text.includes(query));
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</head>
<body>
<!-- Nav Bar -->
<!-- TODO(ruipan): figure out how to align the nav items to the right rather than the left -->
<nav class="navbar navbar-expand-lg navbar-light sticky-top navbar-custom" style="background-color: #f58025">
<a class="navbar-brand" href="index.html">
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SAIL@Princeton
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<a class="nav-link" href="publications.html">Publications</a>
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<h2 class="jumbotron-heading">SAIL@Princeton</h2>
<p class="lead">Systems for Artificial Intelligence Lab @ Princeton</p>
</div>
</div>
</div>
</div>
<!-- About -->
<div class="container">
<div class="row">
<div class="col-sm-12">
<h2>About Us</h2>
<p>
SAIL@Princeton is an interdisciplinary research group focused on developing next-generation AI/ML systems that are efficient,
accurate, reliable, scalable, and secure. As a collaboration between both systems and machine learning researchers,
our work considers all parts of the compute stack, spanning the design of AI/ML algorithms and pipelines to runtime
systems for training/inference to intelligent applications of ML to tackle core systems challenges.
</p>
</div>
</div>
</div>
<!-- Directions/Projects -->
<div class="container">
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<div class="col-sm-12">
<h2 style="margin-right: 10px;" id="projects">Directions</h2>
<div class="row row-cols-1 row-cols-md-2 g-4">
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Efficient ML Inference</h5>
<p class="card-text">High-throughput, low-latency, and low-cost inference systems and techniques for ML models (traditional DNNs and modern LLMs).</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#tri-dao"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tri-dao.jpg" alt="Tri Dao"/></a>
<a href="people.html#kai-li"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/kai-li.jpg" alt="Kai Li"/></a>
<a href="people.html#yinwei-dai"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/yinwei-dai.png" alt="Yinwei Dai"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
<a href="people.html#tianle-cai"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tianle-cai.jpg" alt="Tianle Cai"/></a>
<a href="people.html#rohan-prabhakar"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rohan-prabhakar.jpg" alt="Rohan Prabhakar"/></a>
</div>
<a href="publications.html?search=Efficient%20Inference" class="btn btn-outline-primary">→</a>
</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Efficient ML Training</h5>
<p class="card-text">Efficient, high-throughput, fair, and cost-effective training and fine-tuning systems for ML models (traditional DNNs and modern LLMs).</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#tri-dao"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tri-dao.jpg" alt="Tri Dao"/></a>
<a href="people.html#danqi-chen"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/danqi-chen.jpg" alt="Danqi Chen"/></a>
<a href="people.html#yinwei-dai"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/yinwei-dai.png" alt="Yinwei Dai"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
<a href="people.html#mengzhou-xia"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/mengzhou-xia.jpg" alt="Mengzhou Xia"/></a>
<a href="people.html#tianyu-gao"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tianyu-gao.jpg" alt="Tianyu Gao"/></a>
<a href="people.html#samyak-gupta"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/samyak-gupta.jpg" alt="Samyak Gupta"/></a>
<a href="people.html#andrew-sheinberg"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/andrew-sheinberg.jpg" alt="Andrew Sheinberg"/></a>
</div>
<a href="publications.html?search=Efficient%20Training" class="btn btn-outline-primary">→</a>
</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Compound AI Systems</h5>
<p class="card-text">Designing and optimizing systems that tackle AI tasks by combining multiple interacting components,
including retrievers (Retrieval Augmented Generation), multiple calls to models, or external tools (Agents).</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#danqi-chen"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/danqi-chen.jpg" alt="Danqi Chen"/></a>
<a href="people.html#karthik-narasimhan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/karthik-narasimhan.jpg" alt="Karthik Narasimhan"/></a>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#carlos-jimenez"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/carlos-jimenez.jpg" alt="Carlos Jimenez"/></a>
<a href="people.html#alexander-wettig"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/alexander-wettig.jpg" alt="Alexander Wettig"/></a>
<a href="people.html#howard-yen"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/howard-yen.jpg" alt="Howard Yen"/></a>
<a href="people.html#mengzhou-xia"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/mengzhou-xia.jpg" alt="Mengzhou Xia"/></a>
<a href="people.html#tianyu-gao"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tianyu-gao.jpg" alt="Tianyu Gao"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
<a href="people.html#yinwei-dai"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/yinwei-dai.png" alt="Yinwei Dai"/></a>
<a href="people.html#mike-wong"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/mike-wong.jpg" alt="Mike Wong"/></a>
</div>
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</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">ML for Systems</h5>
<p class="card-text">Applying ML (reinforcement learning, Bayesian optimizations, LLMs, etc.) to key
systems decisions like caching, resource management, anomaly detection, and network protocol design.</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#wyatt-lloyd"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/wyatt-lloyd.jpg" alt="Wyatt Lloyd"/></a>
<a href="people.html#kai-li"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/kai-li.jpg" alt="Kai Li"/></a>
<a href="people.html#neil-agarwal"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/neil-agarwal.jpg" alt="Neil Agarwal"/></a>
<a href="people.html#dongsheng-yang"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/dongsheng-yang.jpg" alt="Dongsheng Yang"/></a>
<a href="people.html#mike-wong"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/mike-wong.jpg" alt="Mike Wong"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
</div>
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</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Novel Model Architectures</h5>
<p class="card-text">Full-stack innovations on State Space Models (e.g., Mamba), and more generally, models with linear Attention/RNN layers.</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#tri-dao"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tri-dao.jpg" alt="Tri Dao"/></a>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
<a href="people.html#hongjie-wang"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/hongjie-wang.jpg" alt="Hongjie Wang"/></a>
</div>
<a href="publications.html?search=State%20Space%20Models" class="btn btn-outline-primary">→</a>
</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Edge AI Systems</h5>
<p class="card-text">Video analytics, video conferencing, and video streaming.</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#neil-agarwal"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/neil-agarwal.jpg" alt="Neil Agarwal"/></a>
<a href="people.html#mike-wong"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/mike-wong.jpg" alt="Mike Wong"/></a>
<a href="people.html#niraj-jha"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/niraj-jha.jpg" alt="Niraj Jha"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
</div>
<a href="publications.html?search=Edge%20AI%20Systems" class="btn btn-outline-primary">→</a>
</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Emerging Paradigms</h5>
<p class="card-text">Multimodal models, diffusion models, MoEs, inference-time scaling, etc.</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#ravi-netravali"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/ravi-netravali.jpg" alt="Ravi Netravali"/></a>
<a href="people.html#kai-li"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/kai-li.jpg" alt="Kai Li"/></a>
<a href="people.html#niraj-jha"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/niraj-jha.jpg" alt="Niraj Jha"/></a>
<a href="people.html#tianle-cai"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tianle-cai.jpg" alt="Tianle Cai"/></a>
<a href="people.html#rui-pan"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rui-pan.jpg" alt="Rui Pan"/></a>
<a href="people.html#hongjie-wang"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/hongjie-wang.jpg" alt="Hongjie Wang"/></a>
</div>
<a href="publications.html?search=Emerging%20Paradigms" class="btn btn-outline-primary">→</a>
</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Hardware Design for ML </h5>
<p class="card-text">Tools for exploring the hardware design space, silicon cost aware hardware design for ML workloads, hardware for serving large models.</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#david-wentzlaff"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/david-wentzlaff.jpg" alt="David Wentzlaff"/></a>
<a href="people.html#rohan-prabhakar"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/rohan-prabhakar.jpg" alt="Rohan Prabhakar"/></a>
<a href="people.html#gwangho-lee"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/gwangho-lee.jpg" alt="Gwangho Lee"/></a>
<a href="people.html#haiyue-ma"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/haiyue-ma.jpg" alt="Haiyue Ma"/></a>
<a href="people.html#august-ning"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/august-ning.jpg" alt="August Ning"/></a>
<a href="people.html#hengrui-zhang"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/hengrui-zhang.jpg" alt="Hengrui Zhang"/></a>
</div>
<a href="publications.html?search=Hardware%20Design%20for%20ML" class="btn btn-outline-primary">→</a>
</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">LLM Safety </h5>
<p class="card-text">Building systems and datasets for improving LLM robustness, misuse prevention, and transparency.</p>
</div>
<div class="card-footer d-flex justify-content-between align-items-center">
<div>
<a href="people.html#kai-li"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/kai-li.jpg" alt="Kai Li"/></a>
<a href="people.html#samyak-gupta"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/samyak-gupta.jpg" alt="Samyak Gupta"/></a>
<a href="people.html#tianle-cai"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/tianle-cai.jpg" alt="Tianle Cai"/></a>
<a href="people.html#andrew-sheinberg"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/andrew-sheinberg.jpg" alt="Andrew Sheinberg"/></a>
<a href="people.html#dongsheng-yang"><img class="img-circle rounded-circle" width="30" height="30" src="images/photos/dongsheng-yang.jpg" alt="Dongsheng Yang"/></a>
</div>
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</div>
</div>
</div>
<div class="col">
<div class="card">
<div class="card-body">
<h5 class="card-title">Sequence Modeling</h5>
<p class="card-text">Developing model architectures for sequence modeling and optimizing the processing of long context windows.</p>
</div>
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