David McAllester

Lenore Blum Professor

Toyota Technological Institute at Chicago

Affiliations

Toyota Technological Institute at Chicago

David Mcallester is currently serving as a Toyota Technological Institute At Chicago Lenore Blum Professor at Toyota Technological Institute At Chicago.

Honors

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Education

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David McAllester

Toyota Technological Institute at Chicago

Lenore Blum Professor

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computer science machine learning computer vision cognitive science natural language processing machine vision neuroscience pattern recognition artificial intelligence object detection statistics vehicular technology autonomous driving deep learning robotics automatic control machine learning research intelligent vehicles learning theory supervised learning reinforcement learning computational intelligence intelligent computing robot learning estimation theory automotive tracking vehicle localization structure from motion structured prediction generalization bounds mathematical programming social science research human-computer interaction information fusion localization mobile computing active control transport geography object recognition statistical averaging programming language theory computational semantics semi-supervised learning curve modeling billing model functional programming model theory classification method computational learning theory vehicle control moving object tracking computational logic agent decision-making data sets dataset creation large-scale datasets path planning location estimation information theory radio frequency identification shift detection function approximation policy gradient methods deformable part model pac-bayesian model recursive types foundational proof-carrying code indexed model efficient joint segmentation flow estimation pac generalization bounds grammar models convergence rate good-turing estimators particle belief propagation direct loss minimization intelligent systems data science informatics systems engineering machine intelligence image representation soft computing neural network (machine learning) design image analysis technology

Notable Scholarly Works

Notable Federal Grants

Collaborators

Domain-Independent Dominance of Adaptive Methods. (2021)

Information-Theoretic Segmentation by Inpainting Error Maximization. (2021)

On-The-Fly Information Retrieval Augmentation for Language Models. arXiv (Cornell University) (2020)

Evidence Sentence Extraction for Machine Reading Comprehension. arXiv (Cornell University) (2019)

Formal Limitations on the Measurement of Mutual Information. arXiv (Cornell University) (2018)

David McAllesterKarl Stratos

formal limitationsstatisticsartificial intelligencemutual information

Information Theoretic Co-Training. arXiv (Cornell University) (2018)

David McAllester

information theorycomputer scienceinformation theoretic co-training

Broad Context Language Modeling as Reading Comprehension. (2017)

Emergent Predication Structure in Hidden State Vectors of Neural Readers. (2017)

Hai WangTakeshi OnishiKevin GimpelDavid McAllester

emergent predication structureneural readersnatural language processingcognitive sciencehidden state vectorsneuroscience

Emergent Predication Structure in Vector Representations of Neural Readers. (2017)

Exploring Generalization in Deep Learning. Neural Information Processing Systems (2017)

Behnam NeyshaburSrinadh BhojanapalliDavid McAllesterNathan Srebro

deep learningcognitive sciencenatural language processingmachine learning

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David McAllester

Lenore Blum Professor

Toyota Technological Institute at Chicago

Affiliations

Toyota Technological Institute at Chicago

David Mcallester is currently serving as a Toyota Technological Institute At Chicago Lenore Blum Professor at Toyota Technological Institute At Chicago.

Honors