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Chen Liang
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The evolved transformer
D So, Q Le, C Liang
International conference on machine learning, 5877-5886, 2019
4182019
Neural Symbolic Machines: Learning Semantic Parsers on Freebase with Weak Supervision
C Liang, J Berant, Q Le, KD Forbus, N Lao
ACL 2017, 55th Annual Meeting of the Association for Computational …, 2017
4062017
Carbon emissions and large neural network training
D Patterson, J Gonzalez, Q Le, C Liang, LM Munguia, D Rothchild, D So, ...
arXiv preprint arXiv:2104.10350, 2021
2862021
Automl-zero: Evolving machine learning algorithms from scratch
E Real*, C Liang*, D So, Q Le
International Conference on Machine Learning, 8007-8019, 2020
1922020
Memory augmented policy optimization for program synthesis and semantic parsing
C Liang, M Norouzi, J Berant, QV Le, N Lao
Advances in Neural Information Processing Systems 31, 2018
151*2018
Definition modeling: Learning to define word embeddings in natural language
T Noraset, C Liang, L Birnbaum, D Downey
Proceedings of the AAAI Conference on Artificial Intelligence 31 (1), 2017
992017
Learning to generalize from sparse and underspecified rewards
R Agarwal, C Liang, D Schuurmans, M Norouzi
International conference on machine learning, 130-140, 2019
942019
Neural symbolic reader: Scalable integration of distributed and symbolic representations for reading comprehension
X Chen, C Liang, AW Yu, D Zhou, D Song, QV Le
International Conference on Learning Representations, 2020
862020
Compositional generalization via neural-symbolic stack machines
X Chen, C Liang, AW Yu, D Song, D Zhou
Advances in Neural Information Processing Systems 33, 1690-1701, 2020
652020
The carbon footprint of machine learning training will plateau, then shrink
D Patterson, J Gonzalez, U Hölzle, Q Le, C Liang, LM Munguia, ...
Computer 55 (7), 18-28, 2022
622022
Symbolic Discovery of Optimization Algorithms
X Chen*, C Liang*, D Huang, E Real, K Wang, Y Liu, H Pham, X Dong, ...
arXiv preprint arXiv:2302.06675, 2023
252023
PyGlove: Symbolic programming for automated machine learning
D Peng, X Dong, E Real, M Tan, Y Lu, G Bender, H Liu, A Kraft, C Liang, ...
Advances in Neural Information Processing Systems 33, 96-108, 2020
242020
Learning Paraphrase Identification with Structural Alignment
C Liang, P Paritosh, V Rajendran, KD Forbus
IJCAI 2016, 2016
192016
Learning plausible inferences from semantic web knowledge by combining analogical generalization with structured logistic regression
C Liang, K Forbus
Proceedings of the AAAI Conference on Artificial Intelligence 29 (1), 2015
192015
Representation and computation in cognitive models
KD Forbus, C Liang, I Rabkina
Topics in cognitive science 9 (3), 694-718, 2017
182017
Constructing hierarchical concepts via analogical generalization
C Liang, K Forbus
Proceedings of the Annual Meeting of the Cognitive Science Society 36 (36), 2014
102014
Neural question answering system
N Lao, C Liang, QV Le, J Blitzer
US Patent App. 16/176,961, 2019
32019
Unified Functional Hashing in Automatic Machine Learning
R Gillard, S Jonany, Y Miao, M Munn, C de Souza, J Dungay, C Liang, ...
arXiv preprint arXiv:2302.05433, 2023
2023
Integrating Machine Learning and Symbolic Reasoning: Learning to Generate Symbolic Representations from Weak Supervision
C Liang
Northwestern University, 2018
2018
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Articles 1–19