Smolensky, Paul

18 publications

JAIR 2025 Mechanisms of Symbol Processing for In-Context Learning in Transformer Networks Paul Smolensky, Roland Fernandez, Zhenghao Herbert Zhou, Mattia Opper, Adam Davies, Jianfeng Gao

TMLR 2025 TRA: Better Length Generalisation with Threshold Relative Attention Mattia Opper, Roland Fernandez, Paul Smolensky, Jianfeng Gao

NeurIPS 2024 Compositional Generalization Across Distributional Shifts with Sparse Tree Operations Paul Soulos, Henry Conklin, Mattia Opper, Paul Smolensky, Jianfeng Gao, Roland Fernandez

NeurIPSW 2024 Compositional Generalization Across Distributional Shifts with Sparse Tree Operations Paul Soulos, Henry Conklin, Mattia Opper, Paul Smolensky, Jianfeng Gao, Roland Fernandez

ICML 2023 Differentiable Tree Operations Promote Compositional Generalization Paul Soulos, Edward J Hu, Kate Mccurdy, Yunmo Chen, Roland Fernandez, Paul Smolensky, Jianfeng Gao

ICMLW 2023 Differentiable Tree Operations Promote Compositional Generalization Paul Soulos, Edward J Hu, Kate McCurdy, Yunmo Chen, Roland Fernandez, Paul Smolensky, Jianfeng Gao

ICML 2020 Mapping Natural-Language Problems to Formal-Language Solutions Using Structured Neural Representations Kezhen Chen, Qiuyuan Huang, Hamid Palangi, Paul Smolensky, Ken Forbus, Jianfeng Gao

AAAI 2019 Predicting the Argumenthood of English Prepositional Phrases Najoung Kim, Kyle Rawlins, Benjamin Van Durme, Paul Smolensky

ICLR 2019 RNNs Implicitly Implement Tensor-Product Representations R. Thomas McCoy, Tal Linzen, Ewan Dunbar, Paul Smolensky

AAAI 2018 Question-Answering with Grammatically-Interpretable Representations Hamid Palangi, Paul Smolensky, Xiaodong He, Li Deng

ICLR 2016 Reasoning in Vector Space: An Exploratory Study of Question Answering Moontae Lee, Xiaodong He, Wen-tau Yih, Jianfeng Gao, Li Deng, Paul Smolensky

IJCAI 1993 Dynamic Conflict Resolution in a Connectionist Rule-Based System Clayton McMillan, Michael Mozer, Paul Smolensky

NeurIPS 1992 Harmonic Grammars for Formal Languages Paul Smolensky

NeurIPS 1991 Rule Induction Through Integrated Symbolic and Subsymbolic Processing Clayton McMillan, Michael Mozer, Paul Smolensky

NeurIPS 1990 Distributed Recursive Structure Processing Geraldine Legendre, Yoshiro Miyata, Paul Smolensky

NeurIPS 1988 Skeletonization: A Technique for Trimming the Fat from a Network via Relevance Assessment Michael Mozer, Paul Smolensky

NeurIPS 1987 Analysis of Distributed Representation of Constituent Structure in Connectionist Systems Paul Smolensky

AAAI 1983 Schema Selection and Stochastic Inference in Modular Environments Paul Smolensky