We study the robustness verification problem for tree based models, including decision trees, random forests (RFs) and gradient boosted decision trees (GBDTs). Formal robustness verification of decision tree en
problem of tree based models into a max-clique enumeration problem on amultipartitegraph with boundedboxicity. We develop a hierarchical scheme such that the max-cliques are enumerated in a level-by-level manner, which allows us to quickly find lower bounds of the robustness verification problem....
3D point cloud models are widely applied in safety-critical scenes, which delivers an urgent need to obtain more solid proofs to verify the robustness of models. Existing verification method for point cloud model is time-expensive and computationally unattainable on large networks. Additionally, they...
It is widely known that large values of K are used to achieve bet- ter generalization, while lower values (down to K = 1) may produce overfitting. Given the dimensionalities involved, an efficient KD-tree-based implementation was used for the K-NN classifier. In the second set of ...
Chain-of-Verification Reduces Hallucination in Large Language Models Shehzaad Dhuliawala, Mojtaba Komeili, Jing Xu, Roberta Raileanu, Xian Li, Asli Celikyilmaz, Jason Weston arXiv 2023. [Paper] 20 Sep 2023 Do Language Models Know When They're Hallucinating References? Ayush Agrawal, Lester ...
The implementation of participatory methods for the monitoring & measuring, reporting and verification (M&MRV) of forest carbon credits with high accuracy and resolution is a fundamental step for the implementation of REDD+ projects in community forestry level. The results of this study support the...
A further verification of the effectiveness of the model was carried out in operational conditions, during the passage of the train. The strain histories recorded by the sensors placed in some elements were compared with those obtained through the numerical simulation. The results are provided in Fi...
where input_file is the input file of csv or json format, config.json is a configuration file with generation and target model options. Transformed datasets would save to your out dir according to your config.json.Based on the design of decoupling sample generation and model verification, ...
In the last few decades, deep-learning-based face verification and recognition systems have had enormous success in solving complex security problems. However, it has been recently shown that such efficient frameworks are vulnerable to face-spoofing attacks, which has led researchers to build proficien...
20040088150SYSTEM AND METHOD FOR HARDWARE AND SOFTWARE CO-VERIFICATIONMay, 2004Gay 20070233440Reduced message count for interaction decomposition of N-body simulationsOctober, 2007Fitch et al. 20100030530METHOD OF SEARCHING FOR LIGANDFebruary, 2010Fujita et al. ...