**School of Information and Computer Sciences**

**University of Massachusetts Amherst**

140 Governors Drive

University of Massachusetts

Amherst, MA 01003

Email: belanger AT cs DOT umass DOT edu

I am a final year grad student advised by Professor Andrew McCallum. Before that, I was an Associate Scientist in the Speech, Language, and Multimedia Department at Raytheon BBN Technologies, where I worked on multilingual optical handwriting recognition. I received a B.A. in mathematics from Harvard University, where I worked with Eric Dunham and Jim Rice. We developed methods for numerically simulating earthquake ruptures along rough fault surfaces. In graduate school, my research has spanned graphical models, structured prediction, and deep learning. In 2014, I interned with Sham Kakade at Microsoft Research New England. In 2016, I interned with Dilip Krishnan at Google in Cambridge, MA. I co-organize the weekly UMass Machine Learning and Friends Lunch.

Cole, F., Belanger, D., Krishnan, D., Sarna, A., Mosseri, I., Freeman, W. T.. "Face Synthesis from Facial Identity Features." Arxiv preprint. pdf

Belanger, D., McCallum, A. "Structured Prediction Energy Networks." ICML 2016. pdf slides code video data

Das, R., Neelakantan, A., Belanger, D., McCallum, A. "Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks." EACL 2017. pdf code.

Bansal, T., Belanger, D., McCallum, A. "Ask the GRU: Multi-task Learning for Deep Text Recommendations." RecSys 2016. pdf

Verga, P., Belanger, D., Strubell, E., Roth, B., McCallum, A. "Multilingual Relation Extraction using Compositional Universal Schema." NAACL 2016. pdf code video .

Kui, T., Ruozzi, N., Belanger, D., Jebara, T. "Bethe Learning of Conditional Random Fields via MAP Decoding." AISTATS 2016. pdf.

Vilnis (*), L., Belanger (*), D., Sheldon, D., McCallum, A. "Bethe Projections for Non-Local Inference." UAI 2015. pdf. (* equal contribution)

Belanger, D., Kakade, S. "A Linear Dynamical System Model for Text." ICML 2015. pdf slides video code

Belanger, D., Passos, A., Riedel, S., A. McCallum. "Message Passing for Soft Constraint Dual Decomposition." UAI 2014. pdf

Anzaroot, S., Passos, A., Belanger, D., A. McCallum. "Learning Soft Linear Constraints with Application to Citation Field Extraction." ACL 2014. pdf

Belanger, D., D. Sheldon, A. McCallum. "Marginal Inference in MRFs using Frank-Wolfe." NIPS 2013 workshop on Greedy Optimization, Frank-Wolfe and Friends. pdf talk video

Belanger (*), D., Passos (*), A., S. Riedel, A. McCallum. "MAP Inference in Chains using Column Generation." NIPS 2012. pdf code workshop talk video extended slides (* equal contribution)

Natarajan, P., D. Belanger, R. Prasad, M. Kamali, K Subramanian, P. Natarajan. "Baseline Dependent Percentile Features for Offline Arabic Handwriting Recognition," ICDAR 2011. pdf

Prasad, R., M. Kamali, D. Belanger, A.V. Rosti, S. Matsoukas, P. Natarajan. "Consensus Network Based Hypotheses Combination for Arabic Offline Handwriting Recognition," ICPR 2010. pdf

Dunham, E. M., D. Belanger, L. Cong, and J. E. Kozdon (2011), "Earthquake ruptures with strongly rate-weakening friction and off-fault plasticity, 2: Nonplanar faults," Bulletin of the Seismological Society of America,

Dunham, E. M., D. Belanger, L. Cong, and J. E. Kozdon (2011), "Earthquake ruptures on rough faults," in Multiscale and Multiphysics Processes in Geomechanics (results of workshop at Stanford Univ., June, 2010), Springer Series in Geomechanics and Geoengineering, edited by Ronaldo I. Borja, pp. 145-148 pdf

Belanger, D. and Dunham, E. M. (2008), "Dynamic Rupture on Rough Faults and Production of High-Frequency Radiation." Poster, American Geophysical Union Fall 2008 Meeting. pdf

Belanger, D. and Dunham, E. M. (2008), “A Finite Difference Method for Irregular Geometries: Application to Dynamic Rupture on Rough Faults.” Poster, Southern California Earthquake Center 2008 Annual Meeting. pdf