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5214 search results found
  • 2024 MIT R&D Conference: Track 5 - AI - Efficient Multi-modal LLM on the Edge

    November 19, 2024Conference Video Duration: 20:30
    Efficient Multi-modal LLM on the Edge
    Song Han
    Associate Professor, MIT Electrical Engineering & Computer Science Department
    This talk presents efficient multi-modal LLM innovations with algorithm and system co-design. I’ll first present VILA, a visual language model deployable on the edge. It is capable of visual in-context learning, multi-image reasoning, video captioning and video QA. Followed by SmoothQuant and AWQ for LLM quantization, which enables VILA deployable on edge devices, bringing new capabilities for mobile vision applications. Second, I’ll present StreamingLLM, a KV cache optimization technique for long conversation and QUEST, leveraging sparsity for KV cache compression.
  • Sixian
    You

    Alfred Henry (1929) and Jean Morrison Hayes Career Development Assistant Professor of Electrical Engineering
    Primary DLC
    Department of Electrical Engineering and Computer Science

    Contact

    MIT Room
    36-393
    Phone
    (217) 819-2424
    sixian@mit.edu
  • Conference-Materials

    2016 MIT Materials Day: Materials for Electrochemical Energy Storage

    Tue, October 18, 2016 Conference
    MIT Campus
  • AI Foundation Models for Chemistry, Protein Structure-to-Function, and Personalized Therapeutics: Manolis Kellis

    May 8, 2025Conference Video Duration: 42:31

    Manolis Kellis
    Professor, MIT Department of Electrical Engineering and Computer Science

  • Stephen Walter - 2018 ICT Conference

    April 12, 2018Conference Video Duration: 21:13

    Civic Faith and Meaningful Inefficiencies

    Trusting any data set or analysis requires a leap of faith. Beyond an acceptance of margins of error and biases, all data-driven decisions necessitate a will to believe. When it comes to data that impacts or justifies institutional decisions, this belief must exist not only in the institution's ability to be honest and rigorous with data, but in the very authority of data itself to tell us something meaningful about the world. In an era of “alternative facts” and fear-based advocacy, we must contend with this; but it may also sometimes be a symptom of data tunnel vision. How can we be better at designing the conditions for people to develop faith in our (and their) ability to do good things with data? And how can purposefully-deployed inefficiencies improve the resilience of human systems?

    2018 MIT Information and Communication Technologies Conference
  • Robert (Guangyu)
    Yang

    Silverman (1968) Family Career Development Assistant Professor of Electrical Engineering and Computer Science
    Primary DLC
    Department of Electrical Engineering and Computer Science

    Contact

    MIT Room
    46-4115
    Phone
    (475) 201-7714
    yanggr@mit.edu
  • A New Wave of Treatment for Alzheimer's

    September 28, 2023MIT Faculty Feature Duration: 21:30

    Li-Huei Tsai
    Picower Professor of Neuroscience, Director of the Picower Institute for Learning and Memory at MIT

  • Kathleen
    Thelen

    Ford International Professor of Political Science
    Primary DLC
    Department of Political Science

    Contact

    MIT Room
    E53-435
    Phone
    (617) 324-3651
    kthelen@mit.edu
  • Deborah
    Burstein

    HST Affiliated Faculty / Lecturer
    Primary DLC
    Harvard-MIT Program in Health Sciences and Technology

    Contact

    MIT Room
    BETHISRAEL-HIM148
    Phone
    (781) 799-9306
    dburstei@bidmc.harvard.edu
  • Deborah
    Burstein

    HST Affiliated Faculty / Lecturer
    Primary DLC
    Institute for Medical Engineering and Science

    Contact

    MIT Room
    BETHISRAEL-HIM148
    Phone
    (781) 799-9306
    dburstei@bidmc.harvard.edu

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