Deep Bidirectional Language-Knowledge Graph Pretraining
Michihiro Yasunaga, Antoine Bosselut, Hongyu Ren, Xikun Zhang, Christopher D Manning, Percy Liang, Jure Leskovec
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SlotDiffusion: Unsupervised Object-Centric Learning with Diffusion Models
Ziyi Wu, Jingyu Hu, Wuyue Lu, Igor Gilitschenski, Animesh Garg
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LAMBADA: Backward Chaining for Automated Reasoning in Natural Language
Seyed Mehran Kazemi, Najoung Kim, DEEPTI BHATIA, Xin Xu, Deepak Ramachandran
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Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search
Pierre-Alexandre Kamienny, Guillaume Lample, sylvain lamprier, Marco Virgolin
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A-NeSI: A Scalable Approximate Method for Probabilistic Neurosymbolic Inference
Emile van Krieken, Thiviyan Thanapalasingam, Jakub Mikolaj Tomczak, Frank van Harmelen, Annette Ten Teije
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VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming
Eleonora Misino, Giuseppe Marra, Emanuele Sansone
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Slot-VAE: Slot Attention enables Object-Centric Scene Generation
Yanbo Wang, Letao Liu, Justin Dauwels
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Learning Symbolic Representations Through Joint GEnerative and DIscriminative Training
Emanuele Sansone, Robin Manhaeve
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Symbolic Disentangled Representations in Hyperdimensional Latent Space
Alexandr Korchemnyi, Alexey Kovalev, Aleksandr Panov
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Generating Temporal Logical Formulas with Transformer GANs
Jens U. Kreber, Christopher Hahn
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Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic
Connor Pryor, Quan Yuan, Jeremiah Zhe Liu, Seyed Mehran Kazemi, Deepak Ramachandran, Tania Bedrax-Weiss, Lise Getoor
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Discovering Graph Generation Algorithms
Mihai Babiac, Karolis Martinkus, Roger Wattenhofer
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Guaranteed Conformance of Neurosymbolic Dynamics Models to Natural Constraints
Kaustubh Sridhar, Souradeep Dutta, James Weimer, Insup Lee
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Grounded physical language understanding with probabilistic programs and simulated worlds
Cedegao E. Zhang, Lionel Wong, Gabriel Grand, Joshua B. Tenenbaum
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Open-Ended Dreamer: An Unsupervised Diversity-Oriented Neurosymbolic Learner
Claire Glanois, Shyam Sudhakaran, Elias Najarro, Sebastian Risi
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