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 (AAAI/IAAI, 1998)

Learning Policies with External Memory. - Leonid Peshkin; Nicolas Meuleau; Leslie Pack Kaelbling (ICML, 1999)

Learning Finite-State Controllers for Partially Observable Environments. - Nicolas Meuleau; Leonid Peshkin; Kee-Eung Kim; Leslie Pack Kaelbling (UAI, 1999)

Segmentation of yeast DNA using hidden Markov models. - Leonid Peshkin; Mikhail S. Gelfand (Bioinform., 1999)

Learning to Cooperate via Policy Search. - Leonid Peshkin; Kee-Eung Kim; Nicolas Meuleau; Leslie Pack Kaelbling (UAI, 2000)

Bounds on Sample Size for Policy Evaluation in Markov Environments. - Leonid Peshkin; Sayan Mukherjee 004 (COLT/EuroCOLT, 2001)

Learning from Scarce Experience. - Leonid Peshkin; Christian R. Shelton (ICML, 2002)

Factored Particles for Scalable Monitoring. - Brenda Ng; Leonid Peshkin; Avi Pfeffer (UAI, 2002)

Reinforcement Learning by Policy Search. - Leonid Peshkin (2002)

Bayesian Information Extraction Network. - Leonid Peshkin; Avi Pfeffer (IJCAI, 2003)

Bayesian Nets for Syntactic Categorization of Novel Words. - Leonid Peshkin; Avi Pfeffer; Virginia Savova (HLT-NAACL, 2003)

Part-of-speech tagging with minimal lexicalization. - Virginia Savova; Leonid Peshkin (RANLP, 2003)

Dependency Parsing with Dynamic Bayesian Network. - Virginia Savova; Leonid Peshkin (AAAI, 2005)

Roundup: a multi-genome repository of orthologs and evolutionary distances. - Todd F. DeLuca; I-Hsien Wu; Jian Pu; Thomas Monaghan; Leonid Peshkin; Saurav Singh; Dennis P. Wall (Bioinform., 2006)

Structure induction by lossless graph compression. - Leonid Peshkin (DCC, 2007)

Is the Turing Test Good Enough? The Fallacy of Resource-Unbounded Intelligence. - Virginia Savova; Leonid Peshkin (IJCAI, 2007)

Reinforcement Learning for Adaptive Routing - Leonid Peshkin; Virginia Savova (CoRR, 2007)

Research Paper: Rapidly Retargetable Approaches to De-identification in Medical Records. - Ben Wellner; Matt Huyck; Scott A. Mardis; John S. Aberdeen; Alexander A. Morgan; Leonid Peshkin; Alexander S. Yeh; Janet Hitzeman; Lynette Hirschman (J. Am. Medical Informatics Assoc., 2007)

Collaborative text-annotation resource for disease-centered relation extraction from biomedical text. - Carlos Cano; Thomas Monaghan; Armando Blanco; Dennis P. Wall; Leonid Peshkin (J. Biomed. Informatics, 2009)

Collaborative semi-automatic annotation of the biomedical literature. - Carlos Cano; Alberto Labarga; Armando Blanco; Leonid Peshkin (ISDA, 2011)

Matroids Hitting Sets and Unsupervised Dependency Grammar Induction. - Nicholas J. A. Harvey; David R. Karger; Virginia Savova; Leonid Peshkin (CoRR, 2017)