GT
Graham W. Taylor
cs.LGcs.CVstat.MLcs.AIcs.NEArtificial Intelligencecs.DCdeep learningeess.IVAlgorithms
On Valency
published · living versionsW_94bbkbht·v1 · currentpublished
Using Set Learning to Improve Set-Valued Classifiers on Long-tailed Data
with Kevin Kasa, Scott C. Lowe
1 version
Preprints & journals
118 papers in the corpus · 2012–2026Using Set Learning to Improve Set-Valued Classifiers on Long-tailed Data2610.27443v1 · Kevin Kasa, Scott C. Lowe, Graham W. Taylor2026 · 0 citationsarXivon Valency
Masked Swingers: Harnessing Data Augmentation to Advance Autoencoders for Self-Supervised Learning2609.38278v1 · Anthony Fuller, Scott C. Lowe, Daniel G. Kyrollos et al.2026 · 0 citationsarXiv
A multi-modal dataset for insect biodiversity with imagery and DNA at the trap and individual level.42014735 · Orsholm, Johanna, Quinto, John, Autto, Hannu et al.2026 · 1 citationScientific data. 2026;13(1)
Self-Distillation of Hidden Layers for Self-Supervised Representation Learning2603.15553v2 · Scott C. Lowe, Anthony Fuller, Sageev Oore et al.2026 · 0 citationsarXiv
A Hyperbolic Perspective on Hierarchical Structure in Object-Centric Scene Representations2603.14022v2 · Neelu Madan, Alex Pujol, Andreas M\ogelmose et al.2026 · 0 citationsarXiv
BarcodeBERT: transformers for biodiversity analyses.41878470 · Millan Arias, Pablo, Sadjadi, Niousha, Safari, Monireh et al.2026 · 4 citationsBioinformatics advances. 2026;6(1):vbag054
Position: Sustainable Open-Source AI Requires Tracking the Cumulative Footprint of Derivatives2601.21632v5 · Shaina Raza, Iuliia Zarubiieva, Ahmed Y. Radwan et al.2026 · 0 citationsarXiv
A continental-scale dataset of ground beetles with high-resolution images and validated morphological trait measurements2601.10687v1 · S M Rayeed, Mridul Khurana, Alyson East et al.2026 · 0 citationsarXiv
Optimizing Image Capture for Computer Vision-Powered Taxonomic Identification and Trait Recognition of Biodiversity Specimens2505.17317v2 · Alyson East, Elizabeth G. Campolongo, Luke Meyers et al.2025 · 7 citationsarXiv
Taxonomic Reasoning for Rare Arthropods: Combining Dense Image Captioning and RAG for Interpretable Classification2503.10886v1 · Nathaniel Lesperance, Sujeevan Ratnasingham, Graham W. Taylor2025 · 1 citationarXiv
Enhancing DNA Foundation Models to Address Masking Inefficiencies2502.18405v1 · Monireh Safari, Pablo Millan Arias, Scott C. Lowe et al.2025 · 0 citationsarXiv
WaveSeekerNet: accurate prediction of influenza A virus subtypes and host source using attention-based deep learning.40880133 · Nguyen, Hoang-Hai, Rudar, Josip, Lesperance, Nathaniel et al.2025 · 3 citationsGigaScience. 2025;14
BarcodeMamba: State Space Models for Biodiversity Analysis2412.11084v1 · Tiancheng Gao, Graham W. Taylor2024 · 0 citationsarXiv
Agglomerative Token Clustering2409.11923v1 · Joakim Bruslund Haurum, Sergio Escalera, Graham W. Taylor et al.2024 · 9 citationsarXiv
Multimodal Artificial Intelligence in Medicine.39167446 · Judge, Conor S, Krewer, Finn, O'Donnell, Martin J et al.2024 · 20 citationsKidney360. 2024;5(11):1771-1779
Open-Vocabulary Temporal Action Localization using Multimodal Guidance2406.15556v1 · Akshita Gupta, Aditya Arora, Sanath Narayan et al.2024 · 1 citationarXiv
BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity2406.12723v6 · Zahra Gharaee, Scott C. Lowe, ZeMing Gong et al.2024 · 8 citationsNeurIPS 2024
An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoders2406.02465v2 · Scott C. Lowe, Joakim Bruslund Haurum, Sageev Oore et al.2024 · 1 citationTransactions on Machine Learning Research (2026)
Adapting Prediction Sets to Distribution Shifts Without Labels2406.01416v2 · Kevin Kasa, Zhiyu Zhang, Heng Yang et al.2024 · 0 citationsProceedings of the Forty-first Conference on Uncertainty in Artificial Intelligence, PMLR 286:1990-2010, 2025
PROTAX-GPU: a scalable probabilistic taxonomic classification system for DNA barcodes.38705180 · Li, Roy, Ratnasingham, Sujeevan, Zarubiieva, Iuliia et al.2024 · 7 citationsPhilosophical transactions of the Royal Society of London. Series B, Biological sciences. 2024;379(1904):20230124
Improving the Barrier and Mechanical Properties of Paper Used for Packing Applications with Renewable Hydrophobic Coatings Derived from Camelina Oil.38737020 · Arshad, Muhammad, Shankar, Shiv, Mohanty, Amar K et al.2024 · 17 citationsACS omega. 2024;9(18):19786-19795
LoSA: Long-Short-range Adapter for Scaling End-to-End Temporal Action Localization2404.01282v3 · Akshita Gupta, Gaurav Mittal, Ahmed Magooda et al.2024 · 3 citationsarXiv
Towards Stable Preferences for Stakeholder-aligned Machine Learning2401.15268v2 · Haleema Sheraz, Stefan C. Kremer, Joshua August Skorburg et al.2024 · 0 citationsarXiv
The mental health impacts of the COVID-19 pandemic among individuals with depressive, anxiety, and stressor-related disorders: A scoping review.38096173 · Wickens, Christine M, Popal, Veda, Fecteau, Venesa et al.2024 · 13 citationsPloS one. 2023;18(12):e0295496
Stable Rivers: A Case Study in the Application of Text-to-Image Generative Models for Earth Sciences2312.07833v1 · C Kupferschmidt, A.D. Binns, K.L. Kupferschmidt et al.2023 · 6 citationsarXiv
Bandit-Driven Batch Selection for Robust Learning under Label Noise2311.00096v1 · Michal Lisicki, Mihai Nica, Graham W. Taylor2023 · 0 citationsarXiv
"Large Language Models" Do Much More than Just Language: Some Bioethical Implications of Multi-Modal AI.37812107 · Skorburg, Joshua August, Kupferschmidt, Kristina L, Taylor, Graham W2023 · 3 citationsThe American journal of bioethics : AJOB. 2023;23(10):110-113
Which Tokens to Use? Investigating Token Reduction in Vision Transformers2308.04657v1 · Joakim Bruslund Haurum, Sergio Escalera, Graham W. Taylor et al.2023 · 47 citationsarXiv
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data2307.01088v1 · Kevin Kasa, Graham W. Taylor2023 · 1 citationarXiv
Getting the bugs out of AI: Advancing ecological research on arthropods through computer vision.37216316 · Schneider, Stefan, Taylor, Graham W, Kremer, Stefan C et al.2023 · 27 citationsEcology letters. 2023;26(7):1247-1258
Sparsifiner: Learning Sparse Instance-Dependent Attention for Efficient Vision Transformers2303.13755v1 · Cong Wei, Brendan Duke, Ruowei Jiang et al.2023 · 29 citationsarXiv
GCNet: Probing Self-Similarity Learning for Generalized Counting Network2302.05132v1 · Mingjie Wang, Yande Li, Jun Zhou et al.2023 · 24 citationsarXiv
Quantum HyperNetworks: Training Binary Neural Networks in Quantum Superposition2301.08292v2 · Juan Carrasquilla, Mohamed Hibat-Allah, Estelle Inack et al.2023 · 1 citationarXiv
Bounding generalization error with input compression: An empirical study with infinite-width networks2207.09408v1 · Angus Galloway, Anna Golubeva, Mahmoud Salem et al.2022 · 1 citationarXiv
Monitoring Shortcut Learning using Mutual Information2206.13034v1 · Mohammed Adnan, Yani Ioannou, Chuan-Yung Tsai et al.2022 · 2 citationsarXiv
Understanding the impact of image and input resolution on deep digital pathology patch classifiers2204.13829v1 · Eu Wern Teh, Graham W. Taylor2022 · 1 citationarXiv
Federated learning and differential privacy for medical image analysis.35121774 · Adnan, Mohammed, Kalra, Shivam, Cresswell, Jesse C et al.2022 · 461 citationsScientific reports. 2022;12(1):1953
DeepRNG: Towards Deep Reinforcement Learning-Assisted Generative Testing of Software2201.12602v1 · Chuan-Yung Tsai, Graham W. Taylor2022 · 5 citationsarXiv
On Evaluation Metrics for Graph Generative Models2201.09871v2 · Rylee Thompson, Boris Knyazev, Elahe Ghalebi et al.2022 · 13 citationsarXiv
Learning with Less Labels in Digital Pathology via Scribble Supervision from Natural Images2201.02627v2 · Eu Wern Teh, Graham W. Taylor2022 · 1 citationarXiv
Domain-Agnostic Clustering with Self-Distillation2111.12170v2 · Mohammed Adnan, Yani A. Ioannou, Chuan-Yung Tsai et al.2021 · 2 citationsarXiv
Machine Learning-Based Predictive Modeling of Anxiety and Depressive Symptoms During 8 Months of the COVID-19 Global Pandemic: Repeated Cross-sectional Survey Study.34705663 · Hueniken, Katrina, Somé, Nibene Habib, Abdelhack, Mohamed et al.2024 · 38 citationsJMIR mental health. 2021;8(11):e32876
Empirical analysis of representation learning and exploration in neural kernel bandits2111.03543v2 · Michal Lisicki, Arash Afkanpour, Graham W. Taylor2021 · 0 citationsarXiv
Brick-by-Brick: Combinatorial Construction with Deep Reinforcement Learning2110.15481v1 · Hyunsoo Chung, Jungtaek Kim, Boris Knyazev et al.2021 · 13 citationsarXiv
Parameter Prediction for Unseen Deep Architectures2110.13100v1 · Boris Knyazev, Michal Drozdzal, Graham W. Taylor et al.2021 · 19 citationsarXiv
Unconstrained Scene Generation with Locally Conditioned Radiance Fields2104.00670v1 · Terrance DeVries, Miguel Angel Bautista, Nitish Srivastava et al.2021 · 107 citationsarXiv
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation2103.17105v3 · Eu Wern Teh, Terrance DeVries, Brendan Duke et al.2021 · 15 citationsarXiv
LOHO: Latent Optimization of Hairstyles via Orthogonalization2103.03891v2 · Rohit Saha, Brendan Duke, Florian Shkurti et al.2021 · 49 citationsarXiv
Learning temporal attention in dynamic graphs with bilinear interactions.33661968 · Knyazev, Boris, Augusta, Carolyn, Taylor, Graham W2021 · 30 citationsPloS one. 2021;16(3):e0247936
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation2101.08833v2 · Brendan Duke, Abdalla Ahmed, Christian Wolf et al.2021 · 194 citationsarXiv
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