Somdeb Sarkhel

Publications

Conference Papers

  • Somdeb Sarkhel, Deepak Venugopal, Tuan Anh Pham, Parag Singla and Vibhav Gogate.
    Scalable Training of Markov Logic Networks Using Approximate Counting [PDF]
    AAAI-16. In Proc. 30th AAAI Conference on Artificial Intelligence, February 2016.
    [ Full paper, acceptance rate: 549/2132 (26%) ]

  • Li Chou, Somdeb Sarkhel, Nicholas Ruozzi and Vibhav Gogate.
    On Parameter Tying by Quantization [PDF]
    AAAI-16. In Proc. 30th AAAI Conference on Artificial Intelligence, February 2016.
    [ Full paper, acceptance rate: 549/2132 (26%) ]

  • Somdeb Sarkhel, Parag Singla and Vibhav Gogate.
    Fast Lifted MAP Inference via Partitioning [PDF]
    NIPS-15. In Proc. 29th Annual Conference on Neural Information Processing Systems, December 2015.
    [ Full paper, acceptance rate: 403/1838 (21%) ]

  • Deepak Venugopal, Somdeb Sarkhel and Vibhav Gogate.
    Just Count the Satisfied Groundings: Scalable Local-Search and Sampling Based Inference in MLNs [PDF]
    AAAI-15. In Proc. 29th AAAI Conference on Artificial Intelligence, January 2015.
    [ Full paper, acceptance rate: 531/1991 (26%) ]

  • Somdeb Sarkhel, Deepak Venugopal, Parag Singla and Vibhav Gogate.
    An Integer Polynomial Programming Based Framework for Lifted MAP Inference [PDF] [code]
    NIPS-14. In Proc. 28th Annual Conference on Neural Information Processing Systems, December 2014.
    [ Full paper, acceptance rate: 414/1678 (24%) ]

  • Somdeb Sarkhel, Deepak Venugopal, Parag Singla and Vibhav Gogate.
    Lifted MAP Inference for Markov Logic Networks [PDF]
    AISTATS-14. In Proc. 17th International Conference on Artificial Intelligence and Statistics, April 2014.
    [ Full paper, acceptance rate: 120/335 (35%) ]

Peer-Reviewed Workshop Papers

  • Somdeb Sarkhel
    Scaling-Up MAP and Marginal MAP Inference in Markov Logic [PDF]
    AAAI-16. In Doctoral Program on 30th AAAI Conference on Artificial Intelligence, February 2016.
    [ acceptance rate: 17/44 (38%) ]

  • Somdeb Sarkhel and Vibhav Gogate.
    Lifting WALKSAT-based Local Search Algorithms for MAP Inference [PDF]
    AAAI-13. Workshop on Statistical Relational Artificial Intelligence, 2013.