Acquiring Core Meanings of Words, Represented as Jackendoff-Style Conceptual Structures, from Correlated Streams of Linguistic and Non-Linguistic Input. - Jeffrey Mark Siskind (ACL, 1990)

Nondeterministic Lisp as a Substrate for Constraint Logic Programming. - Jeffrey Mark Siskind; David A. McAllester (AAAI, 1993)

Lexical Acquisition in the Presence of Noise and Homonymy. - Jeffrey Mark Siskind (AAAI, 1994)

A Maximum-Likelihood Approach to Visual Event Classification. - Jeffrey Mark Siskind; Quaid Morris (ECCV (2), 1996)

The Computational Perception of Scene Dynamics. - Richard Mann; Allan D. Jepson; Jeffrey Mark Siskind (Comput. Vis. Image Underst., 1997)

Visual Event Classification via Force Dynamics. - Jeffrey Mark Siskind (AAAI/IAAI, 2000)

Image Segmentation with Minimum Mean Cut. - Song Wang 002; Jeffrey Mark Siskind (ICCV, 2001)

Grounding the Lexical Semantics of Verbs in Visual Perception using Force Dynamics and Event Logic. - Jeffrey Mark Siskind (J. Artif. Intell. Res., 2001)

Specific-to-General Learning for Temporal Events. - Alan Fern; Robert Givan; Jeffrey Mark Siskind (AAAI/IAAI, 2002)

Learning Temporal, Relational, Force-Dynamic Event Definitions from Video. - Alan Fern; Jeffrey Mark Siskind; Robert Givan (AAAI/IAAI, 2002)

Specific-to-General Learning for Temporal Events with Application to Learning Event Definitions from Video. - Alan Fern; Robert Givan; Jeffrey Mark Siskind (J. Artif. Intell. Res., 2002)

Modeling and estimation of spatial random trees with application to image classification. - Ilya Pollak; Jeffrey Mark Siskind; Mary P. Harper; Charles A. Bouman (ICASSP (3), 2003)

Parameter estimation for spatial random trees using the EM algorithm. - Ilya Pollak; Jeffrey Mark Siskind; Mary P. Harper; Charles A. Bouman (ICIP (1), 2003)

Salient Boundary Detection using Ratio Contour. - Song Wang 002; Toshiro Kubota; Jeffrey Mark Siskind (NIPS, 2003)

Reconstructing force-dynamic models from video sequences. - Jeffrey Mark Siskind (Artif. Intell., 2003)

Image Segmentation with Ratio Cut. - Song Wang 002; Jeffrey Mark Siskind (IEEE Trans. Pattern Anal. Mach. Intell., 2003)

Image Segmentation with Ratio Cut - Supplemental Material. - Song Wang 002; Jeffrey Mark Siskind (IEEE Trans. Pattern Anal. Mach. Intell., 2003)

Salient Closed Boundary Extraction with Ratio Contour. - Song Wang 002; Toshiro Kubota; Jeffrey Mark Siskind; Jun Wang (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

Hierarchical Stochastic Image Grammars for Classification and Segmentation. - Wiley Wang; Ilya Pollak; Tak-Shing Wong; Charles A. Bouman; Mary P. Harper; Jeffrey Mark Siskind (IEEE Trans. Image Process., 2006)

Lazy multivariate higher-order forward-mode AD. - Barak A. Pearlmutter; Jeffrey Mark Siskind (POPL, 2007)

First-class nonstandard interpretations by opening closures. - Jeffrey Mark Siskind; Barak A. Pearlmutter (POPL, 2007)

Spatial Random Tree Grammars for Modeling Hierarchal Structure in Images with Regions of Arbitrary Shape. - Jeffrey Mark Siskind; James Sherman Jr.; Ilya Pollak; Mary P. Harper; Charles A. Bouman (IEEE Trans. Pattern Anal. Mach. Intell., 2007)

Nesting forward-mode AD in a functional framework. - Jeffrey Mark Siskind; Barak A. Pearlmutter (High. Order Symb. Comput., 2008)

Reverse-mode AD in a functional framework: Lambda the ultimate backpropagator. - Barak A. Pearlmutter; Jeffrey Mark Siskind (ACM Trans. Program. Lang. Syst., 2008)

Learning physically-instantiated game play through visual observation. - Andrei Barbu; Siddharth Narayanaswamy; Jeffrey Mark Siskind (ICRA, 2010)

A visual language model for estimating object pose and structure in a generative visual domain. - Siddharth Narayanaswamy; Andrei Barbu; Jeffrey Mark Siskind (ICRA, 2011)

Nonstandard Interpretations of Probabilistic Programs for Efficient Inference. - David Wingate; Noah D. Goodman; Andreas Stuhlmüller; Jeffrey Mark Siskind (NIPS, 2011)

Superedge grouping for object localization by combining appearance and shape information. - Zhiqi Zhang; Sanja Fidler; Jarrell W. Waggoner; Yu Cao 003; Sven J. Dickinson; Jeffrey Mark Siskind; Song Wang 002 (CVPR, 2012)

Video In Sentences Out. - Andrei Barbu; Alexander Bridge; Zachary Burchill; Dan Coroian; Sven J. Dickinson; Sanja Fidler; Aaron Michaux; Sam Mussman; Siddharth Narayanaswamy; Dhaval Salvi; Lara Schmidt; Jiangnan Shangguan; et al. (UAI, 2012)

AD in Fortran, Part 1: Design - Alexey Radul; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2012)

AD in Fortran, Part 2: Implementation via Prepreprocessor - Alexey Radul; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2012)

Simultaneous Object Detection, Tracking, and Event Recognition - Andrei Barbu; Aaron Michaux; Siddharth Narayanaswamy; Jeffrey Mark Siskind (CoRR, 2012)

Seeing Unseeability to See the Unseeable - Siddharth Narayanaswamy; Andrei Barbu; Jeffrey Mark Siskind (CoRR, 2012)

Large-Scale Automatic Labeling of Video Events with Verbs Based on Event-Participant Interaction - Andrei Barbu; Alexander Bridge; Dan Coroian; Sven J. Dickinson; Sam Mussman; Siddharth Narayanaswamy; Dhaval Salvi; Lara Schmidt; Jiangnan Shangguan; Jeffrey Mark Siskind; Jarrell W. Waggoner; Song Wang 002; et al. (CoRR, 2012)

Confusion of Tagged Perturbations in Forward Automatic Differentiation of Higher-Order Functions - Oleksandr Manzyuk; Barak A. Pearlmutter; Alexey Andreyevich Radul; David R. Rush; Jeffrey Mark Siskind (CoRR, 2012)

Grounded Language Learning from Video Described with Sentences. - Haonan Yu; Jeffrey Mark Siskind (ACL (1), 2013)

Recognize Human Activities from Partially Observed Videos. - Yu Cao 003; Daniel Paul Barrett; Andrei Barbu; Siddharth Narayanaswamy; Haonan Yu; Aaron Michaux; Yuewei Lin; Sven J. Dickinson; Jeffrey Mark Siskind; Song Wang 002 (CVPR, 2013)

Saying What You're Looking For: Linguistics Meets Video Search. - Andrei Barbu; Siddharth Narayanaswamy; Jeffrey Mark Siskind (CoRR, 2013)

Felzenszwalb-Baum-Welch: Event Detection by Changing Appearance. - Daniel Paul Barrett; Jeffrey Mark Siskind (CoRR, 2013)

Discriminative Training: Learning to Describe Video with Sentences, from Video Described with Sentences. - Haonan Yu; Jeffrey Mark Siskind (CoRR, 2013)

Seeing What You're Told: Sentence-Guided Activity Recognition in Video. - N. Siddharth 001; Andrei Barbu; Jeffrey Mark Siskind (CVPR, 2014)

Seeing is Worse than Believing: Reading People's Minds Better than Computer-Vision Methods Recognize Actions. - Andrei Barbu; Daniel Paul Barrett; Wei Chen 134; Siddharth Narayanaswamy; Caiming Xiong; Jason J. Corso; Christiane D. Fellbaum; Catherine Hanson; Stephen José Hanson; Sébastien Hélie; Evguenia Malaia; Barak A. Pearlmutter; et al. (ECCV (5), 2014)

A Faster Method for Tracking and Scoring Videos Corresponding to Sentences. - Haonan Yu; Daniel Paul Barrett; Jeffrey Mark Siskind (CoRR, 2014)

Conducting Neuroscience to Guide the Development of AI. - Jeffrey Mark Siskind (AAAI, 2015)

Learning to Describe Video with Weak Supervision by Exploiting Negative Sentential Information. - Haonan Yu; Jeffrey Mark Siskind (AAAI, 2015)

Robot Language Learning, Generation, and Comprehension. - Daniel Paul Barrett; Scott Alan Bronikowski; Haonan Yu; Jeffrey Mark Siskind (CoRR, 2015)

DiffSharp: Automatic Differentiation Library. - Atilim Gunes Baydin; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2015)

Sentence Directed Video Object Codetection. - Haonan Yu; Jeffrey Mark Siskind (CoRR, 2015)

A Compositional Framework for Grounding Language Inference, Generation, and Acquisition in Video. - Haonan Yu; N. Siddharth 001; Andrei Barbu; Jeffrey Mark Siskind (J. Artif. Intell. Res., 2015)

DiffSharp: An AD Library for .NET Languages. - Atilim Günes Baydin; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2016)

Tricks from Deep Learning. - Atilim Günes Baydin; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2016)

Evolving the Incremental λ Calculus into a Model of Forward Automatic Differentiation (AD). - Robert Kelly; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2016)

Binomial Checkpointing for Arbitrary Programs with No User Annotation. - Jeffrey Mark Siskind; Barak A. Pearlmutter (CoRR, 2016)

Efficient Implementation of a Higher-Order Language with Built-In AD. - Jeffrey Mark Siskind; Barak A. Pearlmutter (CoRR, 2016)

Collecting and annotating the large continuous action dataset. - Daniel Paul Barrett; Ran Xu; Haonan Yu; Jeffrey Mark Siskind (Mach. Vis. Appl., 2016)

Saying What You're Looking For: Linguistics Meets Video Search. - Daniel Paul Barrett; Andrei Barbu; N. Siddharth 001; Jeffrey Mark Siskind (IEEE Trans. Pattern Anal. Mach. Intell., 2016)

Action Recognition by Time Series of Retinotopic Appearance and Motion Features. - Daniel Paul Barrett; Jeffrey Mark Siskind (IEEE Trans. Circuits Syst. Video Technol., 2016)

Sentence Directed Video Object Codiscovery. - Haonan Yu; Jeffrey Mark Siskind (Int. J. Comput. Vis., 2017)

Automatic Differentiation in Machine Learning: a Survey. - Atilim Gunes Baydin; Barak A. Pearlmutter; Alexey Andreyevich Radul; Jeffrey Mark Siskind (J. Mach. Learn. Res., 2017)

A Critical Investigation of Deep Reinforcement Learning for Navigation. - Vikas Dhiman; Shurjo Banerjee; Brent Griffin; Jeffrey Mark Siskind; Jason J. Corso (CoRR, 2018)

Floyd-Warshall Reinforcement Learning Learning from Past Experiences to Reach New Goals. - Vikas Dhiman; Shurjo Banerjee; Jeffrey Mark Siskind; Jason J. Corso (CoRR, 2018)

Training on the test set? An analysis of Spampinato et al. [31]. - Ren Li; Jared S. Johansen; Hamad Ahmed; Thomas V. Ilyevsky; Ronnie B. Wilbur; Hari M. Bharadwaj; Jeffrey Mark Siskind (CoRR, 2018)

Divide-and-conquer checkpointing for arbitrary programs with no user annotation. - Jeffrey Mark Siskind; Barak A. Pearlmutter (Optim. Methods Softw., 2018)

Driving Under the Influence (of Language). - Daniel Paul Barrett; Scott Alan Bronikowski; Haonan Yu; Jeffrey Mark Siskind (IEEE Trans. Neural Networks Learn. Syst., 2018)

Perturbation confusion in forward automatic differentiation of higher-order functions. - Oleksandr Manzyuk; Barak A. Pearlmutter; Alexey Andreyevich Radul; David R. Rush; Jeffrey Mark Siskind (J. Funct. Program., 2019)

The Amazing Race TM: Robot Edition. - Jared Sigurd Johansen; Thomas Victor Ilyevsky; Jeffrey Mark Siskind (CoRR, 2020)

Object Classification From Randomized EEG Trials. - Hamad Ahmed; Ronnie B. Wilbur; Hari M. Bharadwaj; Jeffrey Mark Siskind (CVPR, 2021)

Talk the talk and walk the walk: Dialogue-driven navigation in unknown indoor environments. - Thomas Victor Ilyevsky; Jared Sigurd Johansen; Jeffrey Mark Siskind (IROS, 2021)

The Perils and Pitfalls of Block Design for EEG Classification Experiments. - Ren Li; Jared S. Johansen; Hamad Ahmed; Thomas V. Ilyevsky; Ronnie B. Wilbur; Hari M. Bharadwaj; Jeffrey Mark Siskind (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Confounds in the Data - Comments on "Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features". - Hamad Ahmed; Ronnie B. Wilbur; Hari M. Bharadwaj; Jeffrey Mark Siskind (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Still an Ineffective Method With Supertrials/ERPs - Comments on "Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features". - Hari M. Bharadwaj; Ronnie B. Wilbur; Jeffrey Mark Siskind (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Learning Exemplar Representations in Single-Trial EEG Category Decoding. - Jack Kilgallen; Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2024)

Automatic Differentiation: Inverse Accumulation Mode. - Barak A. Pearlmutter; Jeffrey Mark Siskind (CoRR, 2024)

Towards Effective Human-in-the-Loop Assistive AI Agents. - Filippos Bellos; Yayuan Li; Cary Shu; Ruey Day; Jeffrey Mark Siskind; Jason J. Corso (CoRR, 2025)