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David Sontag (MIT)
More from the Same Authors
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2022 : PEST: Combining Parameter-Efficient Fine-Tuning with Self-Training and Co-Training »
Hunter Lang · Monica Agrawal · Yoon Kim · David Sontag -
2023 : Simulating Iterative Human-AI Interaction in Programming with LLMs »
Hussein Mozannar · Valerie Chen · Dennis Wei · Prasanna Sattigeri · Manish Nagireddy · Subhro Das · Ameet Talwalkar · David Sontag -
2023 Poster: Effective Human-AI Teams via Learned Natural Language Rules and Onboarding »
Hussein Mozannar · Jimin Lee · Dennis Wei · Prasanna Sattigeri · Subhro Das · David Sontag -
2022 Poster: Falsification before Extrapolation in Causal Effect Estimation »
Zeshan M Hussain · Michael Oberst · Ming-Chieh Shih · David Sontag -
2022 Poster: Evaluating Robustness to Dataset Shift via Parametric Robustness Sets »
Nikolaj Thams · Michael Oberst · David Sontag -
2022 Poster: Training Subset Selection for Weak Supervision »
Hunter Lang · Aravindan Vijayaraghavan · David Sontag -
2022 Poster: ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography »
Ahmed Alaa · Anthony Philippakis · David Sontag -
2021 Poster: Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance »
Justin Lim · Christina Ji · Michael Oberst · Saul Blecker · Leora Horwitz · David Sontag -
2018 Poster: Why Is My Classifier Discriminatory? »
Irene Chen · Fredrik Johansson · David Sontag -
2018 Spotlight: Why Is My Classifier Discriminatory? »
Irene Chen · Fredrik Johansson · David Sontag -
2017 : Invited Talk 4 »
David Sontag -
2017 Poster: Causal Effect Inference with Deep Latent-Variable Models »
Christos Louizos · Uri Shalit · Joris Mooij · David Sontag · Richard Zemel · Max Welling -
2015 Workshop: Machine Learning For Healthcare (MLHC) »
Theofanis Karaletsos · Rajesh Ranganath · Suchi Saria · David Sontag -
2015 Poster: Barrier Frank-Wolfe for Marginal Inference »
Rahul G Krishnan · Simon Lacoste-Julien · David Sontag -
2013 Poster: Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests »
Yacine Jernite · Yoni Halpern · David Sontag -
2011 Poster: Complexity of Inference in Latent Dirichlet Allocation »
David Sontag · Daniel Roy -
2011 Spotlight: Complexity of Inference in Latent Dirichlet Allocation »
David Sontag · Daniel Roy -
2010 Spotlight: More data means less inference: A pseudo-max approach to structured learning »
David Sontag · Ofer Meshi · Tommi Jaakkola · Amir Globerson -
2010 Poster: More data means less inference: A pseudo-max approach to structured learning »
David Sontag · Ofer Meshi · Tommi Jaakkola · Amir Globerson -
2009 Workshop: Approximate Learning of Large Scale Graphical Models »
Russ Salakhutdinov · Amir Globerson · David Sontag -
2008 Workshop: Approximate inference - how far have we come? »
Amir Globerson · David Sontag · Tommi Jaakkola -
2008 Poster: Clusters and Coarse Partitions in LP Relaxations »
David Sontag · Amir Globerson · Tommi Jaakkola -
2008 Spotlight: Clusters and Coarse Partitions in LP Relaxations »
David Sontag · Amir Globerson · Tommi Jaakkola -
2007 Oral: New Outer Bounds on the Marginal Polytope »
David Sontag · Tommi Jaakkola -
2007 Poster: New Outer Bounds on the Marginal Polytope »
David Sontag · Tommi Jaakkola