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Brenden Lake

Assistant Professor of Psychology and Data Science

    20052025

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    • 2021

      Baby Intuitions Benchmark (BIB): Discerning the goals, preferences, and actions of others

      Gandhi, K., Stojnic, G., Lake, B. M. & Dillon, M. R., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 9963-9976 14 p. (Advances in Neural Information Processing Systems; vol. 12).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • CURI: A Benchmark for Productive Concept Learning under Uncertainty

      Vedantam, R., Szlam, A., Nickel, M., Morcos, A. & Lake, B., 2021, Proceedings of the 38th International Conference on Machine Learning, ICML 2021. ML Research Press, p. 10519-10529 11 p. (Proceedings of Machine Learning Research; vol. 139).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Improving Coherence and Consistency in Neural Sequence Models with Dual-System, Neuro-Symbolic Reasoning

      Nye, M., Tessler, M. H., Tenenbaum, J. B. & Lake, B. M., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 25192-25204 13 p. (Advances in Neural Information Processing Systems; vol. 30).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2019

      Asking goal-oriented questions and learning from answers

      Rothe, A., Lake, B. M. & Gureckis, T. M., 2019, Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019. The Cognitive Science Society, p. 981-986 6 p. (Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Human few-shot learning of compositional instructions

      Lake, B. M., Linzen, T. & Baroni, M., 2019, Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019. The Cognitive Science Society, p. 611-617 7 p. (Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Learning a smooth kernel regularizer for convolutional neural networks

      Feinman, R. & Lake, B. M., 2019, Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019. The Cognitive Science Society, p. 1710-1716 7 p. (Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2018

      Generalization without systematicity: On the compositional skills of sequence-to-sequence recurrent networks

      Lake, B. & Baroni, M., 2018, 35th International Conference on Machine Learning, ICML 2018. Dy, J. & Krause, A. (eds.). International Machine Learning Society (IMLS), p. 4487-4499 13 p. (35th International Conference on Machine Learning, ICML 2018; vol. 7).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Learning Inductive Biases with Simple Neural Networks

      Feinman, R. & Lake, B. M., 2018, Proceedings of the 40th Annual Meeting of the Cognitive Science Society, CogSci 2018. The Cognitive Science Society, p. 1657-1662 6 p. (Proceedings of the 40th Annual Meeting of the Cognitive Science Society, CogSci 2018).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Rearranging the Familiar: Testing Compositional Generalization in Recurrent Networks

      Loula, J., Baroni, M. & Lake, B. M., 2018, EMNLP 2018 - 2018 EMNLP Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP, Proceedings of the 1st Workshop. Association for Computational Linguistics (ACL), p. 108-114 7 p. (EMNLP 2018 - 2018 EMNLP Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP, Proceedings of the 1st Workshop).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2016

      Asking and evaluating natural language questions

      Rothe, A., Lake, B. M. & Gureckis, T. M., 2016, Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016. Papafragou, A., Grodner, D., Mirman, D. & Trueswell, J. C. (eds.). The Cognitive Science Society, p. 2051-2056 6 p. (Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Searching large hypothesis spaces by asking questions

      Cohen, A. N. & Lake, B. M., 2016, Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016. Papafragou, A., Grodner, D., Mirman, D. & Trueswell, J. C. (eds.). The Cognitive Science Society, p. 644-649 6 p. (Proceedings of the 38th Annual Meeting of the Cognitive Science Society, CogSci 2016).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2015

      Deep Neural Networks Predict Category Typicality Ratings for Images

      Lake, B. M., Zaremba, W., Fergus, R. & Gureckis, T. M., 2015, Proceedings of the 37th Annual Meeting of the Cognitive Science Society, CogSci 2015. Noelle, D. C., Dale, R., Warlaumont, A., Yoshimi, J., Matlock, T., Jennings, C. D. & Maglio, P. P. (eds.). The Cognitive Science Society, p. 1243-1248 6 p. (Proceedings of the 37th Annual Meeting of the Cognitive Science Society, CogSci 2015).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2014

      One-shot learning of generative speech concepts

      Lake, B. M., Lee, C. Y., Glass, J. R. & Tenenbaum, J. B., 2014, Proceedings of the 36th Annual Meeting of the Cognitive Science Society, CogSci 2014. The Cognitive Science Society, p. 803-808 6 p. (Proceedings of the 36th Annual Meeting of the Cognitive Science Society, CogSci 2014).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2012

      Concept learning as motor program induction: A large-scale empirical study

      Lake, B. M., Salakhutdinov, R. & Tenenbaum, J. B., 2012, Building Bridges Across Cognitive Sciences Around the World - Proceedings of the 34th Annual Meeting of the Cognitive Science Society, CogSci 2012. Miyake, N., Peebles, D. & Cooper, R. P. (eds.). The Cognitive Science Society, p. 659-664 6 p. (Building Bridges Across Cognitive Sciences Around the World - Proceedings of the 34th Annual Meeting of the Cognitive Science Society, CogSci 2012).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2011

      Estimating the strength of unlabeled information during semi-supervised learning

      Lake, B. M. & McClelland, J. L., 2011, Expanding the Space of Cognitive Science - Proceedings of the 33rd Annual Meeting of the Cognitive Science Society, CogSci 2011. Carlson, L., Hoelscher, C. & Shipley, T. F. (eds.). The Cognitive Science Society, p. 1400-1405 6 p. (Expanding the Space of Cognitive Science - Proceedings of the 33rd Annual Meeting of the Cognitive Science Society, CogSci 2011).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • One shot learning of simple visual concepts

      Lake, B. M., Salakhutdinov, R., Gross, J. & Tenenbaum, J. B., 2011, Expanding the Space of Cognitive Science - Proceedings of the 33rd Annual Meeting of the Cognitive Science Society, CogSci 2011. Carlson, L., Hoelscher, C. & Shipley, T. F. (eds.). The Cognitive Science Society, p. 2568-2573 6 p. (Expanding the Space of Cognitive Science - Proceedings of the 33rd Annual Meeting of the Cognitive Science Society, CogSci 2011).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2010

      Discovering Structure by Learning Sparse Graphs

      Lake, B. & Tenenbaum, J. B., 2010, Proceedings of the 32nd Annual Conference of the Cognitive Science Society.

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2008

      Modeling unsupervised perceptual category learning

      Lake, B. M., Vallabha, G. K. & McClelland, J. L., 2008, 2008 IEEE 7th International Conference on Development and Learning, ICDL. p. 25-30 6 p. 4640800. (2008 IEEE 7th International Conference on Development and Learning, ICDL).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2005

      Age of acquisition in facial identification: A connectionist approach

      Lake, B. & Cottrell, G. W., 2005, Proceedings of the 27th Annual Conference of the Cognitive Science Society.

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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