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Poster
Wed 9:00 Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Jason Wei · Xuezhi Wang · Dale Schuurmans · Maarten Bosma · brian ichter · Fei Xia · Ed Chi · Quoc V Le · Denny Zhou
Poster
Tue 9:00 Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures
Emmanuel Abbe · Samy Bengio · Elisabetta Cornacchia · Jon Kleinberg · Aryo Lotfi · Maithra Raghu · Chiyuan Zhang
Poster
Thu 14:00 Improving Certified Robustness via Statistical Learning with Logical Reasoning
Zhuolin Yang · Zhikuan Zhao · Boxin Wang · Jiawei Zhang · Linyi Li · Hengzhi Pei · Bojan Karlaš · Ji Liu · Heng Guo · Ce Zhang · Bo Li
Poster
Wed 9:00 Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs
Ruijie Wang · Zheng Li · Dachun Sun · Shengzhong Liu · Jinning Li · Bing Yin · Tarek Abdelzaher
Poster
Wed 9:00 LogiGAN: Learning Logical Reasoning via Adversarial Pre-training
Xinyu Pi · Wanjun Zhong · Yan Gao · Nan Duan · Jian-Guang Lou
Poster
Tue 14:00 Exploring Length Generalization in Large Language Models
Cem Anil · Yuhuai Wu · Anders Andreassen · Aitor Lewkowycz · Vedant Misra · Vinay Ramasesh · Ambrose Slone · Guy Gur-Ari · Ethan Dyer · Behnam Neyshabur
Poster
Tue 14:00 Solving Quantitative Reasoning Problems with Language Models
Aitor Lewkowycz · Anders Andreassen · David Dohan · Ethan Dyer · Henryk Michalewski · Vinay Ramasesh · Ambrose Slone · Cem Anil · Imanol Schlag · Theo Gutman-Solo · Yuhuai Wu · Behnam Neyshabur · Guy Gur-Ari · Vedant Misra
Poster
Thu 14:00 Inductive Logical Query Answering in Knowledge Graphs
Michael Galkin · Zhaocheng Zhu · Hongyu Ren · Jian Tang
Poster
Thu 14:00 Explainable Reinforcement Learning via Model Transforms
Mira Finkelstein · Nitsan levy · Lucy Liu · Yoav Kolumbus · David Parkes · Jeffrey S Rosenschein · Sarah Keren
Poster
Wed 9:00 Few-shot Relational Reasoning via Connection Subgraph Pretraining
Qian Huang · Hongyu Ren · Jure Leskovec
Poster
Tue 14:00 End-to-end Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking
Arpit Bansal · Avi Schwarzschild · Eitan Borgnia · Zeyad Emam · Furong Huang · Micah Goldblum · Tom Goldstein
Poster
Thu 14:00 Large Language Models are Zero-Shot Reasoners
Takeshi Kojima · Shixiang (Shane) Gu · Machel Reid · Yutaka Matsuo · Yusuke Iwasawa