| 2005 | HIS | A Boosting Approach to remove Class Label Noise. | Amitava Karmaker, Stephen Kwek |
| 2005 | HIS | An Unsupervised Learning Approach to Resolving the Data Imbalanced Issue in Supervised Learning Problems in Functional Genomics. | Kihoon Yoon, Stephen Kwek |
| 2001 | ALT | Real-Valued Multiple-Instance Learning with Queries. | Daniel R. Dooly, Sally A. Goldman, Stephen Kwek |
| 2001 | ALT | Learning Intermediate Concepts. | Stephen Kwek |
| 2000 | COLT | The Precision of Query Points as a Resource for Learning Convex Polytopes with Membership Queries. | Paul W. Goldberg, Stephen Kwek |
| 1999 | ALT | On Learning Unions of Pattern Languages and Tree Patterns. | Sally A. Goldman, Stephen Kwek |
| 1999 | COLT | An Apprentice Learning Model (extended abstract). | Stephen Kwek |
| 1999 | IJCNN | Distribution comparison for site-specific regression modeling in agriculture. | Dragoljub Pokrajac, Tim Fiez, Dragan Obradovic, Stephen Kwek, Zoran Obradovic |
| 1997 | ALT | Learning Disjunctions of Features. | Stephen Kwek |
| 1997 | COLT | Learning from Examples with Unspecified Attribute Values (Extended Abstract). | Sally A. Goldman, Stephen Kwek, Stephen D. Scott |
| 1997 | COLT | Agnostic Learning of Geometric Patterns (Extended Abstract). | Sally A. Goldman, Stephen Kwek, Stephen D. Scott |
| 1997 | WADS | On a Simple Depth-First Search Strategy for Exploring Unknown Graphs. | Stephen Kwek |
| 1996 | COLT | Learning of Depth Two Neural Networks with Constant Fan-In at the Hidden Nodes (Extended Abstract). | Peter Auer, Stephen Kwek, Wolfgang Maass, Manfred K. Warmuth |
| 1996 | COLT | PAC Learning Intersections of Halfspaces with Membership Queries (Extended Abstract). | Stephen Kwek, Leonard Pitt |