| 2008 | ICTAI | Veritas: Combining Expert Opinions without Labeled Data. | Sharath R. Cholleti, Sally A. Goldman, Avrim Blum, David G. Politte, Steven Don |
| 2006 | CVPR | Meta-Evaluation of Image Segmentation Using Machine Learning. | Hui Zhang, Sharath R. Cholleti, Sally A. Goldman, Jason E. Fritts |
| 2006 | CVPR | Perceptual Information of Images and the Bias in Homogeneity-based Segmentation. | Hui Zhang, Sally A. Goldman |
| 2006 | ICIP | Image Segmentation using Salient Points-Based Object Templates. | Hui Zhang, Sally A. Goldman |
| 2006 | ICML | MISSL: multiple-instance semi-supervised learning. | Rouhollah Rahmani, Sally A. Goldman |
| 2006 | ICTAI | MI-Winnow: A New Multiple-Instance Learning Algorithm. | Sharath R. Cholleti, Sally A. Goldman, Rouhollah Rahmani |
| 2004 | ICTAI | Democratic Co-Learning. | Yan Zhou, Sally A. Goldman |
| 2002 | ICML | Content-Based Image Retrieval Using Multiple-Instance Learning. | Qi Zhang, Sally A. Goldman, Wei Yu, Jason E. Fritts |
| 2001 | ALT | Real-Valued Multiple-Instance Learning with Queries. | Daniel R. Dooly, Sally A. Goldman, Stephen Kwek |
| 2001 | ICML | Multiple-Instance Learning of Real-Valued Data. | Robert A. Amar, Daniel R. Dooly, Sally A. Goldman, Qi Zhang |
| 2000 | ICML | Enhancing Supervised Learning with Unlabeled Data. | Sally A. Goldman, Yan Zhou |
| 1999 | ALT | On Learning Unions of Pattern Languages and Tree Patterns. | Sally A. Goldman, Stephen Kwek |
| 1998 | STOC | TCP Dynamic Acknowledgment Delay: Theory and Practice (Extended Abstract). | Daniel R. Dooly, Sally A. Goldman, Stephen D. Scott |
| 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-line Scheduling with Hard Deadlines (Extended Abstract). | Sally A. Goldman, Jyoti Parwatikar, Subhash Suri |
| 1996 | ICML | A Theoretical and Empirical Study of a Noise-Tolerant Algorithm to Learn Geormetric Patterns. | Sally A. Goldman, Stephen D. Scott |
| 1996 | STOC | Noise-Tolerant Distribution-Free Learning of General Geometric Concepts. | Nader H. Bshouty, Sally A. Goldman, H. David Mathias, Subhash Suri, Hisao Tamaki |
| 1995 | COLT | Learning with Unreliable Boundary Queries. | Avrim Blum, Prasad Chalasani, Sally A. Goldman, Donna K. Slonim |
| 1995 | COLT | Noise-Tolerant Parallel Learning of Geometric Concepts. | Nader H. Bshouty, Sally A. Goldman, H. David Mathias |
| 1994 | COLT | Learning from a Consistently Ignorant Teacher. | Michael Frazier, Sally A. Goldman, Nina Mishra, Leonard Pitt |
| 1994 | COLT | Learning One-Dimensional Geometric Patterns Under One-Sided Random Misclassification Noise. | Paul W. Goldberg, Sally A. Goldman |
| 1994 | COLT | Learning Unions of Boxes with Membership and Equivalence Queries. | Paul W. Goldberg, Sally A. Goldman, H. David Mathias |
| 1993 | COLT | Asking Questions to Minimize Errors. | Nader H. Bshouty, Sally A. Goldman, Thomas R. Hancock, Sleiman Matar |
| 1993 | COLT | Teaching a Smart Learner. | Sally A. Goldman, H. David Mathias |
| 1993 | COLT | Learning Binary Relations Using Weighted Majority Voting. | Sally A. Goldman, Manfred K. Warmuth |
| 1992 | COLT | Learning | Sally A. Goldman, H. David Mathias |
| 1991 | COLT | On the Complexity of Teaching. | Sally A. Goldman, Michael J. Kearns |
| 1990 | COLT | On the Sample Complexity of Weak Learning. | Sally A. Goldman, Michael J. Kearns, Robert E. Schapire |
| 1990 | COLT | Exact Identification of Circuits Using Fixed Points of Amplification Functions (Abstract). | Sally A. Goldman, Michael J. Kearns, Robert E. Schapire |
| 1990 | FOCS | Exact Identification of Circuits Using Fixed Points of Amplification Functions (Extended Abstract) | Sally A. Goldman, Michael J. Kearns, Robert E. Schapire |
| 1989 | FOCS | Learning Binary Relations and Total Orders (Extended Abstract) | Sally A. Goldman, Ronald L. Rivest, Robert E. Schapire |
| 1986 | UAI | A non-iterative maximum entropy algorithm. | Sally A. Goldman, Ronald L. Rivest |
| 1985 | SIGMOD | ISIS: Interface for a Semantic Information System. | Kenneth J. Goldman, Sally A. Goldman, Paris C. Kanellakis, Stanley B. Zdonik |