Machine learning models trained on vast amounts of data have achieved remarkable success across various applications. However, they also pose new challenges and risks for deployment in real-world high-stakes domains. Decisions made by deep learning models are often difficult to interpret, and the underlying mechanisms remain poorly understood. Given that deep learning models operate as […]
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From quantum physics to cosmology, researchers aim to see things which are typically invisible – be it the entanglement of two particles or infrared signatures from space. In these and various other fields, we are confronted by a common challenge: What we can see with our own eyes or observe using standard optical imaging systems […] |
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Learn how to commercialize your research and navigate Penn's innovation ecosystem with Penn Engineering: Entrepreneurship. This is the first part of a series from Penn Engineering’s Entrepreneurship group. Featuring: Andrew Tsourkas, Professor of Bioengineering, Co-Founder, AlphaThera, Inc, Co-Founder, StreamLaunch, Llc and Jeffrey Babin, Professor of Practice and Associate Director of Entrepreneurship at Penn Engineering & […] |
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Two of the main challenges in scaling up quantum systems are noise and control, arising from the systems' sensitivity to the environment and its exponential complexity. The first step in resolving these challenges is characterizing and learning the noisy dynamics. In this talk, I'll discuss how the very quantum features that contribute to this complexity, […] |
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As the impact of artificial intelligence (AI) continues to proliferate, computer architects must assess and mitigate its environmental impact. This talk will survey strategies for reducing the carbon footprint of AI computation and datacenter infrastructure, drawing on data and experiences from industrial, hyperscale systems. First, we analyze the embodied and operational carbon implications of super-linear […] |
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Computing is at a critical juncture. Applications such as AI/ML demand much larger memory, higher bandwidth, and lower-energy compute compared to business as usual. New hardware systems, powered by heterogenous memory, logic, and 3D integration, are required for large energy efficiency, throughput, and scaleup benefits. I will present my contributions to three such heterogeneous systems: […] |
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Quantum science and technology hold the promise to deepen our understanding of the universe and deliver groundbreaking technical innovations. The opportunity also poses a grand challenge to today’s scientists and engineers because initializing, controlling, manipulating, and measuring quantum information while maintaining coherence and entanglement can be very difficult. Therefore, successfully achieving breakthroughs will require an […] |
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It’s hard to write an abstract. It’s harder to write a glamorous one that tells your story without overselling your results. Community for Rigor is here to help! Join Professor Konrad Kording for a rigorous abstract writing workshop on March 20th, 2024. Together, let’s lovingly glam up abstracts from the Community and make the most of 100 […] |
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Global reliance on cloud services, powered by transformative technologies like generative AI, machine learning, and big-data analytics, is driving exponential growth in demand for hyperscale cloud compute infrastructure. Meanwhile, the breakdown of classical hardware scaling (e.g., Moore's Law) is hampering growth in compute supply. Building domain-specific hardware can address this supply-demand gap, but catching up […] |
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The Department of Defense (DoD)’s Basic Research Office (BRO) sets scientific priorities aimed toward ensuring DoD is a leader in scientific discovery and identifying new paths for investigation. The office is responsible for oversight and management of DoD’s ~$2.9 B basic research investment in high risk, high pay-off research and manages programs including the Vannevar […] |
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The Office of Diversity, Equity & Inclusion is hosting another Celebration of Diversity gala. The gathering is intended to showcase students, staff, and faculty from Penn Engineering in their cultural richness and heterogeneity. The event will consist of guest speakers, special performances, presentations from student affinity groups, and a variety of cuisines for all to […] |
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Recent advances in engineering science have led to new classes of medical devices with emergent mechanical, electrical, and thermal properties that offer new opportunities for interfacing with living cells. I will discuss conceptual advances in microfabrication, device physics, power transfer and microscale transport phenomena that enable novel biosensors and cell delivery systems, with an emphasis […] |
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Although machine intelligence is taking over the world, its current digital electronic platform is very inefficient in terms of energy consumption. Switching to analogue computation, which function more like human brains than digital computers, will allow enhancing the energy efficiency by several orders of magnitude. Optics presents a particularly promising platform for analogue AI; however, […] |
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The rich set of mechanoreceptors found in human skin offers a versatile engineering interface for transmitting information and eliciting perceptions, potentially serving a broad range of applications in patient care and other important industries. Targeted multisensory engagement of these afferent units, however, faces persistent challenges, especially for wearable, programmable systems that need to operate adaptively […] |
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