[48] Tianqi Chen - Scalable and Intelligent Learning Systems

[47] Niloofar Mireshghallah - Auditing and Mitigating Safety Risks in Large Language Models

[46] Yulia Tsvetkov - Linguistic Knowledge in Data-Driven NLP

[45] Luke Zettlemoyer - Learning to Map Sentences to Logical Form

[44] Hady Elsahar - NLG from Structured Knowledge Bases (& Controlling LMs)

[43] Swarat Chaudhuri - Logics and Algorithms for Software Model Checking

[42] Charles Sutton - Efficient Training Methods for Conditional Random Fields

[41] Talia Ringer - Proof Repair

[40] Lisa Lee - Learning Embodied Agents with Scalably-Supervised RL

[39] Burr Settles - Curious Machines: Active Learning with Structured Instances

[38] Andrew Lampinen - A Computational Framework for Learning and Transforming Task Representations

[37] Joonkoo Park - Neural Substrates of Visual Word and Number Processing

[36] Dieuwke Hupkes - Hierarchy and Interpretability in Neural Models of Language Processing

[35] Armando Solar-Lezama - Program Synthesis by Sketching

[34] Sasha Rush - Lagrangian Relaxation for Natural Language Decoding

[33] Michael R. Douglas - G/H Conformal Field Theory

[32] Andre Martins - The Geometry of Constrained Structured Prediction

[31] Jay McClelland - Preliminary Letter Identification in the Perception of Words and Nonwords

[30] Dustin Tran - Probabilistic Programming for Deep Learning

[29] Tengyu Ma - Non-convex Optimization for Machine Learning