Tractability through Exchangeability: A New Perspective on Efficient
Probabilistic Inference

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Tractability through Exchangeability: A New Perspective on Efficient Probabilistic Inference

7 January 2014

Mathias Niepert

Guy Van den Broeck

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Papers citing "Tractability through Exchangeability: A New Perspective on Efficient Probabilistic Inference"

13 / 13 papers shown

Title
Compression versus Accuracy: A Hierarchy of Lifted Models Jan Speller Malte Luttermann Marcel Gehrke Tanya Braun 30 0 0 28 May 2025
Lifted Forward Planning in Relational Factored Markov Decision Processes with Concurrent Actions Florian Andreas Marwitz Tanya Braun Ralf Möller Marcel Gehrke 7 0 0 28 May 2025
Approximate Lifted Model Construction Malte Luttermann Jan Speller Marcel Gehrke Tanya Braun Ralf Möller Mattis Hartwig 144 1 0 29 Apr 2025
Combining Local Symmetry Exploitation and Reinforcement Learning for Optimised Probabilistic Inference -- A Work In Progress Sagad Hamid Tanya Braun 77 0 0 11 Mar 2025
Lifting Factor Graphs with Some Unknown Factors Malte Luttermann Ralf Möller Marcel Gehrke 72 2 0 03 Jun 2024
Exchangeability-Aware Sum-Product Networks Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt TPM 40 3 0 11 Oct 2021
Relational Pooling for Graph Representations R. Murphy Balasubramaniam Srinivasan Vinayak A. Rao Bruno Ribeiro GNN 157 262 0 06 Mar 2019
Lifted Filtering via Exchangeable Decomposition Stefan Lüdtke Max Schröder Sebastian Bader Kristian Kersting T. Kirste 41 8 0 31 Jan 2018
The Complexity of Bayesian Networks Specified by Propositional and Relational Languages Fabio Gagliardi Cozman Denis Deratani Mauá TPM 42 10 0 04 Dec 2016
Contextual Symmetries in Probabilistic Graphical Models Ankit Anand Aditya Grover Mausam Parag Singla 75 13 0 30 Jun 2016
Markov Logic Networks for Natural Language Question Answering Tushar Khot Niranjan Balasubramanian Eric Gribkoff Ashish Sabharwal Peter Clark Oren Etzioni 56 18 0 10 Jul 2015
Lifted Probabilistic Inference for Asymmetric Graphical Models Guy Van den Broeck Mathias Niepert 49 36 0 01 Dec 2014
Exchangeable Variable Models Mathias Niepert Pedro M. Domingos 155 19 0 02 May 2014