| 2011 | ISDA | Collaborative semi-automatic annotation of the biomedical literature. | Carlos Cano, Alberto Labarga, Armando Blanco, Leonid Peshkin |
| 2007 | DCC | Structure induction by lossless graph compression. | Leonid Peshkin |
| 2007 | IJCAI | Is the Turing Test Good Enough? The Fallacy of Resource-Unbounded Intelligence. | Virginia Savova, Leonid Peshkin |
| 2005 | AAAI | Dependency Parsing with Dynamic Bayesian Network. | Virginia Savova, Leonid Peshkin |
| 2003 | IJCAI | Bayesian Information Extraction Network. | Leonid Peshkin, Avi Pfeffer |
| 2003 | NAACL | Bayesian Nets for Syntactic Categorization of Novel Words. | Leonid Peshkin, Avi Pfeffer, Virginia Savova |
| 2003 | RANLP | Part-of-speech tagging with minimal lexicalization. | Virginia Savova, Leonid Peshkin |
| 2002 | ICML | Learning from Scarce Experience. | Leonid Peshkin, Christian R. Shelton |
| 2002 | UAI | Factored Particles for Scalable Monitoring. | Brenda Ng, Leonid Peshkin, Avi Pfeffer |
| 2001 | COLT | Bounds on Sample Size for Policy Evaluation in Markov Environments. | Leonid Peshkin, Sayan Mukherjee |
| 2000 | UAI | Learning to Cooperate via Policy Search. | Leonid Peshkin, Kee-Eung Kim, Nicolas Meuleau, Leslie Pack Kaelbling |
| 1999 | ICML | Learning Policies with External Memory. | Leonid Peshkin, Nicolas Meuleau, Leslie Pack Kaelbling |
| 1999 | UAI | Learning Finite-State Controllers for Partially Observable Environments. | Nicolas Meuleau, Leonid Peshkin, Kee-Eung Kim, Leslie Pack Kaelbling |
| 1998 | AAAI | Solving Very Large Weakly Coupled Markov Decision Processes. | Nicolas Meuleau, Milos Hauskrecht, Kee-Eung Kim, Leonid Peshkin, Leslie Pack Kaelbling, Thomas L. Dean, Craig Boutilier |