Collins, Michael

28 publications

ICML 2025 InfAlign: Inference-Aware Language Model Alignment Ananth Balashankar, Ziteng Sun, Jonathan Berant, Jacob Eisenstein, Michael Collins, Adrian Hutter, Jong Lee, Chirag Nagpal, Flavien Prost, Aradhana Sinha, Ananda Theertha Suresh, Ahmad Beirami

ICML 2024 Controlled Decoding from Language Models Sidharth Mudgal, Jong Lee, Harish Ganapathy, Yaguang Li, Tao Wang, Yanping Huang, Zhifeng Chen, Heng-Tze Cheng, Michael Collins, Trevor Strohman, Jilin Chen, Alex Beutel, Ahmad Beirami

ICLR 2024 Learning to Reject with a Fixed Predictor: Application to Decontextualization Christopher Mohri, Daniel Andor, Eunsol Choi, Michael Collins, Anqi Mao, Yutao Zhong

NeurIPSW 2023 Controlled Decoding from Language Models Sidharth Mudgal, Jong Lee, Harish Ganapathy, YaGuang Li, Tao Wang, Yanping Huang, Zhifeng Chen, Heng-Tze Cheng, Michael Collins, Jilin Chen, Alex Beutel, Ahmad Beirami

NeurIPSW 2022 Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model Jacob Eisenstein, Daniel Andor, Bernd Bohnet, Michael Collins, David Mimno

JMLR 2019 Kernel Approximation Methods for Speech Recognition Avner May, Alireza Bagheri Garakani, Zhiyun Lu, Dong Guo, Kuan Liu, Aurélien Bellet, Linxi Fan, Michael Collins, Daniel Hsu, Brian Kingsbury, Michael Picheny, Fei Sha

AAAI 2015 A Family of Latent Variable Convex Relaxations for IBM Model 2 Andrei Arsene Simion, Michael Collins, Cliff Stein

UAI 2014 A Spectral Algorithm for Learning Class-Based N-Gram Models of Natural Language Karl Stratos, Do-kyum Kim, Michael Collins, Daniel J. Hsu

JMLR 2014 Spectral Learning of Latent-Variable PCFGs: Algorithms and Sample Complexity Shay B. Cohen, Karl Stratos, Michael Collins, Dean P. Foster, Lyle Ungar

JAIR 2012 A Tutorial on Dual Decomposition and Lagrangian Relaxation for Inference in Natural Language Processing Alexander M. Rush, Michael Collins

NeurIPS 2012 Tensor Decomposition for Fast Parsing with Latent-Variable PCFGs Michael Collins, Shay B. Cohen

ICML 2009 An Efficient Projection for L1,infinity Regularization Ariadna Quattoni, Xavier Carreras, Michael Collins, Trevor Darrell

NeurIPS 2009 Learning Label Embeddings for Nearest-Neighbor Multi-Class Classification with an Application to Speech Recognition Natasha Singh-miller, Michael Collins

JMLR 2008 Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks Michael Collins, Amir Globerson, Terry Koo, Xavier Carreras, Peter L. Bartlett

CVPR 2008 Transfer Learning for Image Classification with Sparse Prototype Representations Ariadna Quattoni, Michael Collins, Trevor Darrell

ICML 2007 Exponentiated Gradient Algorithms for Log-Linear Structured Prediction Amir Globerson, Terry Koo, Xavier Carreras, Michael Collins

CVPR 2007 Learning Visual Representations Using Images with Captions Ariadna Quattoni, Michael Collins, Trevor Darrell

UAI 2005 Learning to mAP Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars Luke S. Zettlemoyer, Michael Collins

UAI 2004 Case-Factor Diagrams for Structured Probabilistic Modeling David A. McAllester, Michael Collins, Fernando Pereira

NeurIPS 2004 Conditional Random Fields for Object Recognition Ariadna Quattoni, Michael Collins, Trevor Darrell

NeurIPS 2004 Exponentiated Gradient Algorithms for Large-Margin Structured Classification Peter L. Bartlett, Michael Collins, Ben Taskar, David A. McAllester

COLT 2003 Tutorial: Machine Learning Methods in Natural Language Processing Michael Collins

MLJ 2002 Logistic Regression, AdaBoost and Bregman Distances Michael Collins, Robert E. Schapire, Yoram Singer

NeurIPS 2001 A Generalization of Principal Components Analysis to the Exponential Family Michael Collins, S. Dasgupta, Robert E. Schapire

NeurIPS 2001 Convolution Kernels for Natural Language Michael Collins, Nigel Duffy

ICML 2000 Discriminative Reranking for Natural Language Parsing Michael Collins

COLT 2000 Logistic Regression, AdaBoost and Bregman Distances Michael Collins, Robert E. Schapire, Yoram Singer

AAAI 2000 The Rules Behind Roles: Identifying Speaker Role in Radio Broadcasts Regina Barzilay, Michael Collins, Julia Hirschberg, Steve Whittaker