ML Anthology

Bellinger, Colin

12 publications

NeurIPS 2024 Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers Gautham Vasan, Mohamed Elsayed, Alireza Azimi, Jiamin He, Fahim Shariar, Colin Bellinger, Martha White, A. Rupam Mahmood
MLJ 2024 The Class Imbalance Problem in Deep Learning Kushankur Ghosh, Colin Bellinger, Roberto Corizzo, Paula Branco, Bartosz Krawczyk, Nathalie Japkowicz
MLJ 2024 Understanding CNN Fragility When Learning with Imbalanced Data Damien Dablain, Kristen N. Jacobson, Colin Bellinger, Mark Roberts, Nitesh V. Chawla
MLJ 2024 Understanding Imbalanced Data: XAI & Interpretable ML Framework Damien Dablain, Colin Bellinger, Bartosz Krawczyk, David W. Aha, Nitesh V. Chawla
MLJ 2023 Automated Imbalanced Classification via Layered Learning Vítor Cerqueira, Luís Torgo, Paula Branco, Colin Bellinger
NeurIPSW 2023 ChemGymRL: An Interactive Framework for Reinforcement Learning for Digital Chemistry Chris Beeler, Sriram Ganapathi Subramanian, Kyle Sprague, Colin Bellinger, Mark Crowley, Isaac Tamblyn
NeurIPSW 2023 Demonstrating ChemGymRL: An Interactive Framework for Reinforcement Learning for Digital Chemistry Chris Beeler, Sriram Ganapathi Subramanian, Kyle Sprague, Colin Bellinger, Mark Crowley, Isaac Tamblyn
NeurIPSW 2023 Dynamic Observation Policies in Observation Cost-Sensitive Reinforcement Learning Colin Bellinger, Mark Crowley, Isaac Tamblyn
CoLLAs 2023 Time and Temporal Abstraction in Continual Learning: Tradeoffs, Analogies and Regret in an Active Measuring Setting Vincent Létourneau, Colin Bellinger, Isaac Tamblyn, Maia Fraser
MLJ 2021 RB-CCR: Radial-Based Combined Cleaning and Resampling Algorithm for Imbalanced Data Classification Michal Koziarski, Colin Bellinger, Michal Wozniak
MLJ 2018 Manifold-Based Synthetic Oversampling with Manifold Conformance Estimation Colin Bellinger, Christopher Drummond, Nathalie Japkowicz
ECML-PKDD 2016 Beyond the Boundaries of SMOTE - A Framework for Manifold-Based Synthetically Oversampling Colin Bellinger, Christopher Drummond, Nathalie Japkowicz