Smoothing Structured Decomposable Circuits
Authors: Andy Shih, Guy Van den Broeck, Paul Beame, Antoine Amarilli
NeurIPS 2019 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Our final contribution (Section 8) is to experiment on smoothing and probabilistic inference tasks. We evaluate the performance of our smoothing and of our linear time All-Marginals algorithm. |
| Researcher Affiliation | Academia | Andy Shih University of California, Los Angeles andyshih@cs.ucla.edu Guy Van den Broeck University of California, Los Angeles guyvdb@cs.ucla.edu Paul Beame University of Washington beame@cs.washington.edu Antoine Amarilli LTCI, Télécom Paris, IP Paris antoine.amarilli@telecom-paris.fr |
| Pseudocode | Yes | Algorithm 1 all-marginals(g, w) |
| Open Source Code | Yes | The code for our experiments can be found at https://github.com/Andy Shih12/SSDC. |
| Open Datasets | Yes | In Table 2b we report the results on the Segmentation-11 network, which is a network from the 2006-2014 UAI Probabilistic Inference competitions. This particular network is a factor graph that was used to do image segmentation/classification (figure out what type of object each pixel corresponds to) [Forouzan, 2015]. |
| Dataset Splits | No | The paper does not specify dataset splits such as train/validation/test percentages, absolute sample counts, or describe a cross-validation setup for its experiments. |
| Hardware Specification | Yes | Experiments were run on a single Intel(R) Core(TM) i7-3770 CPU with 16GB of RAM. |
| Software Dependencies | No | The paper does not provide specific version numbers for any software dependencies or libraries used in the experiments. |
| Experiment Setup | No | The paper describes the general setup of hand-crafted circuits and the context of collapsed sampling, but it does not provide specific experimental setup details such as hyperparameter values (e.g., learning rates, batch sizes) or optimizer settings. |