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        "event_title":"Learning with Quantum Examples: Multiclass, Online, and Smoothed Settings",
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        "combined_title":"Learning with Quantum Examples: Multiclass, Online, and Smoothed Settings: Preetham Mohan",
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        "description":"Abstract:\n\nAs quantum computing progresses toward fault-tolerant architectures, the question of which computational tasks admit provable quantum advantages and which do not has become increasingly central. Learning theory, and in particular learning from quantum examples, provides one of the few settings in which unconditional quantum-classical separations can be established. In distribution-free (i.e., worst-case) PAC learning, existing results show that quantum examples provide no asymptotic advantage in sample complexity. In contrast, under the uniform distribution, unbounded quantum-classical separations are known for learning Fourier-sparse Boolean functions. Together, these results reveal a striking dichotomy. However, this understanding has largely been developed in the context of learning Boolean functions in the batch setting, leaving open how these phenomena extend more broadly. This thesis develops the theory of learning with quantum examples beyond the batch Boolean setting along three directions: multiclass learning, online learning, and smoothed learning.\n\nIn the multiclass PAC setting, we establish upper and lower bounds on quantum sample complexity in both the realizable and agnostic regimes, finding that quantum examples continue to yield no distribution-independent separation from classical examples, with learning rates governed by the Natarajan dimension up to logarithmic factors in the label-space size. We next study online learning, where no standard framework for learning with quantum examples existed prior to this work. We provide such a model by lifting the classical online framework to one in which the adversary provides distributions over labeled examples, and then by encoding these distributions as quantum examples. We establish expected regret guarantees for binary and multiclass classification in both the realizable and agnostic settings. The central finding is that unrestricted adversarial power permits highly concentrated distributions that dequantize the learning problem. Motivated by this dequantization phenomenon, we develop a smoothed learning framework that constrains distributions to be smooth, interpolating between the concentrated-distribution regime, in which no quantum advantage exists, and the uniform-distribution regime, in which unbounded separations are known. For the class of Fourier-sparse Boolean functions, we show that such separations persist throughout a nontrivial near-uniform regime in both the batch and online settings.\n\nTogether, these results paint a coherent picture of learning with quantum examples beyond the batch Boolean setting, showing that quantum-classical separations depend on the interplay between hypothesis class structure, distributional assumptions, and the degree of adversarial control permitted in the learning process.",
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        "tags":["Mathematics","Graduate Students","Graduate","Dissertation"],
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        "event_title":"Walking Tour: Creating Michigan: Key Moments in U-M\u2019s Early History",
        "occurrence_title":"",
        "combined_title":"Walking Tour: Creating Michigan: Key Moments in U-M\u2019s Early History",
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        "event_title":"Shakespeare in the Arb: Love's Labor's Lost",
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        "event_type_id":"15",
        "description":"Shakespeare in the Arb performs every Thursday, Friday, Saturday, and Sunday from June 4 through June 28. It is a 3-hour outdoor, moving performance that takes place within Nichols Arboretum.\n\nAll tickets are general admission lawn-style seating. Please bring a chair or a blanket. Audience members should be prepared for weather conditions, periods of sitting, standing, and 3 miles of walking to various locations in the Arboretum. Expect inclines and slopes, staircases, grass, gravel, and mulch as part of the terrain. The play will proceed in many forms of weather.  \n\nTicket prices are $25 general admission\/$20 members\/$15 student & youth. Youth under 5, free.  Please note: there is a service fee for tickets purchased online.\n\nAll tickets are held at Will Call, Nichols Arboretum Visitor Center, 1610 Washington Heights. Ticket pick up is 5:00pm-6:00pm with showtime promptly at 6:30pm. Tickets are available in advance of the performances via the Michigan Union Ticket Office online, in person at the Michigan Union or by phone at  (734) 763-8587.",
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        "permalink":"http:\/\/events.umich.edu\/event\/148316",
        "building_id":"1000005",
        "building_name":"Nichols Arboretum",
        "campus_maps_id":"555",
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        "location_name":"Nichols Arboretum",
        "has_livestream":0,
        "cost":"Free-$25",
        "tags":["Shakespeare In The Arb","shakespeare"],
        "website":"https:\/\/mbgna.umich.edu\/shakespeare-arb",
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        "datetime_modified":"20260330T152609",
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        "has_end_time":1,
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        "date_end":"2026-06-05",
        "time_start":"19:30:00",
        "time_end":"22:30:00",
        "time_zone":"America\/Detroit",
        "event_title":"Friends of the UMMP Fossil Club",
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        "description":"The Friends of the U-M Museum of Paleontology (FUMMP) meet once a month, usually on the first Friday, with both an in-person component at the Research Museum Center (RMC) and Zoom option. The exterior building doors are locked for security reasons and someone will start letting people in the doors at RMC from 7:00 - 7:30pm, and the Zoom room will open around 7:15pm. The meeting will start at 7:30pm with a few business details discussed until about 7:45pm when the presentation or program will begin.\n\nDr. Matt Friedman, UMMP Director and Curator will be presenting a talk to the group this month entitled, \"Drawing back the curtain: The dawn of modern marine fish diversity\".\n\nContact bauerjen@umich.edu to request access to the Zoom link.\n\nLearn more about the Friends of the UMMP on their website: http:\/\/michiganbasinfossils.org\/.",
        "occurrence_notes":"zoom option available",
                "guid":"145979-21898215@events.umich.edu",
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        "room":"RMC 1006",
        "location_name":"Research Museums Center",
        "has_livestream":0,
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        "tags":["Museum Of Paleontology","Paleontology","Research Museums Center"],
        "website":"",
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    {
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        "event_title":"Chris Smither",
        "occurrence_title":"",
        "combined_title":"Chris Smither: Presented by The Ark",
        "event_subtitle":"Presented by The Ark",
        "event_type":"Performance",
        "event_type_id":"15",
        "description":"\u201can American original \u2013 a product of the musical melting pot and one of the absolute best singer-songwriters in the world.\u201d \u2013Associated Press\n\nBorn in Miami, during World War II, Chris Smither grew up in New Orleans where he first started playing music as a child. The son of a Tulane University professor, he was taught the rudiments of instrumentation by his uncle on his mother\u2019s ukulele. \u201cUncle Howard,\u201d Smither says, \u201cshowed me that if you knew three chords, you could play a lot of the songs you heard on the radio. And if you knew four chords, you could pretty much rule the world.\u201d With that bit of knowledge under his belt, he was hooked. \u201cI\u2019d loved acoustic music \u2013 specifically the blues \u2013 ever since I first heard Lightnin\u2019 Hopkins\u2019 Blues In My Bottle album. I couldn\u2019t believe the sound Hopkins got. At first I thought it was two guys playing guitar. My style, to a degree, came out of trying to imitate that sound I heard.\u201d\n\nIn his early twenties, Smither turned his back on his anthropology studies and headed to Boston at the urging of legendary folk singer Eric von Schmidt. It was the mid-\u201960s and acoustic music thrived in the streets and coffeehouses there. Smither forged lifelong friendships with many musicians, including Bonnie Raitt who went on to record his songs, \u201cLove You Like A Man\u201d and \u201cI Feel the Same. (Their friendship has endured as their career paths intertwined over the years.) What quickly evolved from his New Orleans and Cambridge musical experiences is his enduring, singular guitar sound \u2013 a beat-driven finger-picking, strongly influenced by the playing of Mississippi John Hurt and Lightnin\u2019 Hopkins, layered over the ever-present backbeat of his rhythmic, tapping feet (always mic\u2019d in performance).",
        "occurrence_notes":null,
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        "location_name":"ARK Reserved",
        "has_livestream":0,
        "cost":"See Site For Pricing Information",
        "tags":["Mutotix","Ark"],
        "website":"https:\/\/theark.org\/support-the-ark\/",
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    {
        "datetime_modified":"20260303T152543",
        "datetime_start":"20260605T200000",
        "datetime_end":"20260605T230000",
        "has_end_time":1,
        "date_start":"2026-06-05",
        "date_end":"2026-06-05",
        "time_start":"20:00:00",
        "time_end":"23:00:00",
        "time_zone":"America\/Detroit",
        "event_title":"Echoes of the Past: Greektown as Seen by Sam Karres",
        "occurrence_title":"",
        "combined_title":"Echoes of the Past: Greektown as Seen by Sam Karres",
        "event_subtitle":"",
        "event_type":"Exhibition",
        "event_type_id":"7",
        "description":"Explore the personal sketchbooks of Sam Karres, Greek-American painter and artist, as he illustrates the daily life of residents in Greektown, Detroit. This exhibit highlights Detroit\u2019s Greek-American community and urban scenery during the late 20th century. Experience art and life through Sam\u2019s eyes with scenes of music, dance, restaurants, and the faces of the community. Let the vivid watercolor paintings and expressive sketches transport you to a Greektown of the past, and learn more about Sam Karres\u2019 life as an artist.\n\nFeaturing works from the Sam Karres Archive, 1955-2012, held by the University of Michigan Library's Special Collection Research Center. Curated by Annelie Zissis and Arthur Pfeifer-Rubey, Library Engagement Fellows.",
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        "building_name":"Hatcher Graduate Library",
        "campus_maps_id":"65",
        "room":"Clark Library (2nd floor)",
        "location_name":"Hatcher Graduate Library",
        "has_livestream":0,
        "cost":"",
        "tags":["Free","Library"],
        "website":"https:\/\/www.lib.umich.edu\/events",
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    {
        "datetime_modified":"20260414T144814",
        "datetime_start":"20260605T200000",
        "datetime_end":"20260605T233000",
        "has_end_time":1,
        "date_start":"2026-06-05",
        "date_end":"2026-06-05",
        "time_start":"20:00:00",
        "time_end":"23:30:00",
        "time_zone":"America\/Detroit",
        "event_title":"Muted Volumes: Book-Objects, Patterned Papers, and the Closed Stacks of Buhr",
        "occurrence_title":"",
        "combined_title":"Muted Volumes: Book-Objects, Patterned Papers, and the Closed Stacks of Buhr",
        "event_subtitle":"",
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        "description":"This exhibit in the Clark Library rotunda focuses on handmade decorative patterned papers when exploring books stored at the library's Buhr Offsite Shelving Facility. Decorative paper, noticed when walking through the stack's aisles or surprising you when you casually flip through a book, can really catch your eye. But because the Buhr stacks are closed from browsing, the density and dimensionality of its nearly 3 million books are reduced to title searches on a screen.\n\nAs a response to these reflections, artist and library staff member Stephanie Osorio shares her handbound unopenable book-objects as symbolic stand-ins for forgotten books at Buhr \u2014 the books that don\u2019t get a chance to be noticed. Along with the book-objects are the carved woodblocks that made prints to decorate them. Some books from Buhr that inspired this project with their original decorated patterned papers will also be on display.\n\nView the exhibit anytime the Hatcher Library is open, and join us for an opening reception on Thursday, May 14th, 5pm - 6:30pm, for an opportunity to hear from the artist and engage with the book-objects.",
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