{ "142798-21891645": { "datetime_modified":"20260210T131912", "datetime_start":"20260428T090000", "datetime_end":"20260428T170000", "has_end_time":1, "date_start":"2026-04-28", "date_end":"2026-04-28", "time_start":"09:00:00", "time_end":"17:00:00", "time_zone":"America\/Detroit", "event_title":"Flyways", "occurrence_title":"", "combined_title":"Flyways: An exhibition by Sheida Soleimani", "event_subtitle":"An exhibition by Sheida Soleimani", "event_type":"Exhibition", "event_type_id":"7", "description":"Iranian-American artist Sheida Soleimani explores themes of migration, political exile, queerness, and environmental crisis through the wildly imaginative and intricate scenarios she first stages in her studio. The tableaus\u2014which often include live animals, props, even her parents\u2014are then photographed, documenting the artist\u2019s process. Each photograph becomes a part of Soleimani\u2019s rich visual storytelling. \n\n*Flyways *presents a series of new photographs that include images evocative of her family\u2019s history and migration story in juxtaposition with images of injured birds that are representative of Soleimani\u2019s work as a wildlife rehabilitator. (In 2018, Soleimani founded Congress of Birds, a wild bird rehabilitation center in Rhode Island.) The change in her practice to include bird rescue results in a revolutionary body of work steeped in passion and articulated in a completely original visual language. Learn more at https:\/\/lsa.umich.edu\/humanities\/gallery\/current-exhibitions\/sheida-soleimani.html.", "occurrence_notes":null, "guid":"142798-21891645@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/142798", "building_id":"1005179", "building_name":"202 S. Thayer", "campus_maps_id":"524", "room":"Institute for the Humanities Gallery", "location_name":"202 S. Thayer", "has_livestream":0, "cost":"", "tags":["Exhibition","Visual Arts","Multicultural","Humanities","Birding","Art"], "website":"http:\/\/www.lsa.umich.edu\/humanities", "sponsors":[ { "group_name":"Institute for the Humanities", "group_id":"1130", "website":"http:\/\/www.lsa.umich.edu\/humanities" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/group_thumb_square\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "group_large":"https:\/\/events.umich.edu\/media\/cache\/group_large\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/event_grid_2x\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/event_feature_large\/media\/attachments\/2025\/12\/event_142798_original-1.jpg", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2025\/12\/event_142798_original-1.jpg" }, "occurrence_count":32, "first_occurrence":21891605 } , "146264-21898796": { "datetime_modified":"20260306T130452", "datetime_start":"20260428T090000", "datetime_end":"20260428T163000", "has_end_time":1, "date_start":"2026-04-28", "date_end":"2026-04-28", "time_start":"09:00:00", "time_end":"16:30:00", "time_zone":"America\/Detroit", "event_title":"From Freddy to Quentin: The On-Set Still Photography of Joyce Rudolph", "occurrence_title":"", "combined_title":"From Freddy to Quentin: The On-Set Still Photography of Joyce Rudolph", "event_subtitle":"", "event_type":"Exhibition", "event_type_id":"7", "description":"Joyce Rudolph has photographed some iconic actors and characters in her role as still photographer for the movies. This sampling of images from her papers, which are housed as part of the Special Collections Research Center's Mavericks & Makers collection, include the first images of Freddy Krueger in \"A Nightmare on Elm Street,\" Arnold Schwenegger in \"The Terminator,\" legends Jack Nicholson, Diane Keaton, Sean Penn, and Robert DeNiro, as well as directors such as Quentin Tarantino, Martin Scorsese, and her husband, Alan Rudolph.", "occurrence_notes":null, "guid":"146264-21898796@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/146264", "building_id":"1000181", "building_name":"Hatcher Graduate Library", "campus_maps_id":"65", "room":"Special Collections Research Center, 6th floor", "location_name":"Hatcher Graduate Library", "has_livestream":0, "cost":"", "tags":["Library","Free"], "website":"https:\/\/www.lib.umich.edu\/events", "sponsors":[ { "group_name":"University Library", "group_id":"1186", "website":"https:\/\/www.facebook.com\/UMichLibrary\/" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/group_thumb_square\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "group_large":"https:\/\/events.umich.edu\/media\/cache\/group_large\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/event_grid_2x\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/event_feature_large\/media\/attachments\/2026\/03\/event_146264_original-1.jpg", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2026\/03\/event_146264_original-1.jpg" }, "occurrence_count":40, "first_occurrence":21898743 } , "142417-21890931": { "datetime_modified":"20251212T105136", "datetime_start":"20260428T090000", "datetime_end":"20260428T200000", "has_end_time":1, "date_start":"2026-04-28", "date_end":"2026-04-28", "time_start":"09:00:00", "time_end":"20:00:00", "time_zone":"America\/Detroit", "event_title":"Materia Magica: Materiality and Ritual in the Greco-Roman World", "occurrence_title":"", "combined_title":"Materia Magica: Materiality and Ritual in the Greco-Roman World", "event_subtitle":"", "event_type":"Exhibition", "event_type_id":"7", "description":"View a diverse array of artifacts which were created to communicate with and call upon various unseen, supernatural forces for aid and protection. While the objects on display are disparate at first glance, ranging from lead tablets and amulets to papyrus and parchment leaves, they all share a common thread: they have long been labeled as \"magical\" in traditional Western scholarship.\r\n\r\nHowever, each of these artifacts is better understood on a broad spectrum of ancient ritual, from subversive and transgressive acts to highly social and visible ones. The exhibit highlights the objects\u2019 oft-overlooked material dimensions, asking us to consider how qualities like color, texture, and weight shaped an object\u2019s perceived efficacy and meaning. \r\n\r\nThis exhibit was a collaboration, and displays items from several University of Michigan units: the library\u2019s Special Collections Research Center and Papyrology Collection, the Museum of Natural History, and the Kelsey Museum of Archaeology. It was curated by Abigail Staub, PhD Candidate, Interdepartmental Program in Mediterranean Art & Archaeology.\r\n\r\nAnna Bonnell Freidin, U-M associate professor of history, will talk about \"Healing the Womb: Uterine Amulets in the Roman World\" (https:\/\/events.umich.edu\/event\/142418) on January 16.", "occurrence_notes":"Hatcher Gallery Exhibit Room, 1st Floor", "guid":"142417-21890931@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/142417", "building_id":"1000181", "building_name":"Hatcher Graduate Library", "campus_maps_id":"65", "room":"", "location_name":"Hatcher Graduate Library", "has_livestream":0, "cost":"", "tags":["Free","Archaeology","Library"], "website":"https:\/\/www.lib.umich.edu\/events", "sponsors":[ { "group_name":"University Library", "group_id":"1186", "website":"https:\/\/www.facebook.com\/UMichLibrary\/" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/group_thumb_square\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "group_large":"https:\/\/events.umich.edu\/media\/cache\/group_large\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/event_grid_2x\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/event_feature_large\/media\/attachments\/2025\/12\/event_142417_original-1.jpg", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2025\/12\/event_142417_original-1.jpg" }, "occurrence_count":112, "first_occurrence":21890822 } , "142904-21901581": { "datetime_modified":"20260414T092049", "datetime_start":"20260428T090000", "datetime_end":"20260428T170000", "has_end_time":1, "date_start":"2026-04-28", "date_end":"2026-04-28", "time_start":"09:00:00", "time_end":"17:00:00", "time_zone":"America\/Detroit", "event_title":"Momentary Landscape", "occurrence_title":"", "combined_title":"Momentary Landscape: A public art installation by Diane Lavoie", "event_subtitle":"A public art installation by Diane Lavoie", "event_type":"Exhibition", "event_type_id":"7", "description":"About the exhibition\nDiane Lavoie\u2019s large-scale textile artworks are made entirely from up-cycled materials and are often placed in direct visual conversation with the natural landscape. Through the artist's choice of materials and visual subject matter, the springtime installation *Momentary Landscape* is intended to emphasize important work surrounding sustainability, climate change, and environmental issues through the arts. The project is scheduled to unfold in the lobby of the South Thayer Building during exam week, offering students and visitors a restorative, reflective, and joyful experience through public art installation.\n\nAbout the artist\nDiane Lavoie is a North American visual artist based in Berlin, Germany. Her art represents a dialogue between the natural and artificial world, and explores the boundaries between reality and perception. In her practice, Lavoie creates large-scale, textile representations of natural environments in contrast and connection with the actual environs surrounding them. Lavoie holds an MFA in painting from California State University Long Beach and a BFA in illustration from Massachusetts College of Art. Her work has been exhibited internationally and is held in private and public collections in the US and Europe.", "occurrence_notes":null, "guid":"142904-21901581@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/142904", "building_id":"1005179", "building_name":"202 S. Thayer", "campus_maps_id":"524", "room":"Institute for the Humanities Atrium", "location_name":"202 S. Thayer", "has_livestream":0, "cost":"", "tags":["Exhibition","Visual Arts","Environment","Art","Humanities"], "website":"http:\/\/www.lsa.umich.edu\/humanities", "sponsors":[ { "group_name":"Institute for the Humanities", "group_id":"1130", "website":"http:\/\/www.lsa.umich.edu\/humanities" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/group_thumb_square\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "group_large":"https:\/\/events.umich.edu\/media\/cache\/group_large\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/event_grid_2x\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/event_feature_large\/media\/attachments\/2025\/12\/event_142904_original-1.jpg", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2025\/12\/event_142904_original-1.jpg" }, "occurrence_count":9, "first_occurrence":21901575 } , "143795-21894032": { "datetime_modified":"20260306T121518", "datetime_start":"20260428T110000", "datetime_end":"20260428T170000", "has_end_time":1, "date_start":"2026-04-28", "date_end":"2026-04-28", "time_start":"11:00:00", "time_end":"17:00:00", "time_zone":"America\/Detroit", "event_title":"Tangent: The 2026 IP Exhibition", "occurrence_title":"", "combined_title":"Tangent: The 2026 IP Exhibition", "event_subtitle":"", "event_type":"Exhibition", "event_type_id":"7", "description":"\n\nAll Stamps seniors who are enrolled in the year-long Integrative Project course participate in the IP Exhibition held each spring, which is the culmination of their thesis work. The senior studio spaces in the Stamps Art & Architecture Building are transformed into exhibition space, with 4D work featured in a group screening and reel, and selected projects displayed in the A&A Street Gallery.\n\nExhibition Dates: April 20 \u2013 May 2, 2026\nArt & Architecture Building, 2000 Bonisteel Blvd\nOpen Monday through Saturday, 11 a.m. to 5 p.m.\n\nOpening Reception: Friday, April 24, 1-8 p.m.\n\nFilm\/Video Screenings will take place in the Art & Architecture Auditorium from 4-5:30 p.m. on Friday, April 24 and Friday, May 1.", "occurrence_notes":null, "guid":"143795-21894032@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/143795", "building_id":"null", "building_name":"Off Campus Location", "campus_maps_id":"1", "room":"", "location_name":"Art & Architecture Building, 2000 Bonisteel Blvd, Ann Arbor MI 48109-2069", "has_livestream":0, "cost":"", "tags":["Art"], "website":"https:\/\/stamps.umich.edu\/events\/the-2026-ip-exhibition", "sponsors":[ { "group_name":"Penny W Stamps School of Art & Design", "group_id":"3157", "website":"http:\/\/stamps.umich.edu\/" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_2x\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb_square\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "group_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_grid_2x\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_large\/media\/attachments\/2026\/03\/event_143795_original-2.jpg", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_thumb\/media\/attachments\/2026\/03\/event_143795_original-2.jpg" }, "occurrence_count":12, "first_occurrence":21894025 } , "143304-21892669": { "datetime_modified":"20260415T092058", "datetime_start":"20260428T113000", "datetime_end":"20260428T125000", "has_end_time":1, "date_start":"2026-04-28", "date_end":"2026-04-28", "time_start":"11:30:00", "time_end":"12:50:00", "time_zone":"America\/Detroit", "event_title":"The Commoditization of Labor (joint with Emi Nakamura and J\u00f3n Steinsson)", "occurrence_title":"", "combined_title":"The Commoditization of Labor (joint with Emi Nakamura and J\u00f3n Steinsson): Masao Fukui, Boston University", "event_subtitle":"Masao Fukui, Boston University", "event_type":"Workshop \/ Seminar", "event_type_id":"21", "description":"Technical change often simplifies jobs. This increases productivity, but it also makes work- ers more substitutable\u2014or more \u201ccommoditized\u201d. Commoditization of labor drives down worker bargaining power: anyone can do the job, implying workers are disposable, which improves the outside option of firms and can lower worker wages. We develop a model that captures both the productivity enhancing and wage depressing effects of commoditizing tech- nical change. Commoditizing technical change involves firms standardizing tasks which im- plies that output is less sensitive to worker quality. Firms benefit because they can more easily fill vacancies for their durable jobs. 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This thesis is a culmination of three standalone works in the field of learning theory.\n\nFirst, we analyze the generalization bounds of the Transformer architecture to show that it does not depend on maximum sequence length. To do this, we analyze the Rademacher Complexity of the architecture and create novel covering number bounds on linear functions that do not depend on the amount of samples. We also run a simulation and show the results support our theoretical findings.\n\nIn the next chapter, we analyze a quirk seen in the training of modern large language models. Most of these models are trained to only predict the next token of the output; however, the output of the model is a sequence of tokens. We study this mismatch in training optimization and output through the lens of the surrogate loss consistency framework. We analyze different ways of decoding these next-token predictors to see when we achieve asymptotic consistency for two use cases when encoded as loss functions.\n\nIn the final work of this thesis, the theoretical learnability of multiclass forgiving 0-1 loss functions is studied through the PAC-Learnability framework. We show a generalization the Natarajan dimension [Natarajan, 1989] characterizes the learnability of many instantiations of learning problems that use forgiving 0-1 loss functions. 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