This section aims at presenting the theoretical framework from Karmakar & Bhatnagar (2017) and Borkar (2008) that we want to apply to prove Theorem 1. We formulate the convergence result Theorem 2 and the assumptions (A1)–(A7) that we need to ensure…

We would like to thank Rohin Shah and Andrew Critch for feedback during the initial stages of this project, and Scott Emmons, Cody Wild, Lawrence Chan, Daniel Filan and Michael Dennis for feedback on earlier drafts of the paper.

In this paper, we explore a class of regression problems where the standard assumption of error independence is not valid. We focus on the case when the input variables and errors are serially correlated over time. Classical regression, which work u…

In this work, we present a novel multilingual cross-modal recipe retrieval framework that learns to jointly align the latent representations of images and (text) recipes in five different languages that use three different alphabets. The proposed me…

This research is funded by ”Newton Fund” and Ratchadaphiseksomphot Endowment Fund Chulalongkorn University.

We propose a simple and general framework for improving generation and ease of training with energy based models. We show that the framework enables high resolution compositional image generation and out-of-distribution robustness. In the future, we…

Complex real-world sensing tasks as those posed in the CORSMAL 2020 Challenge require analysis of multiple data modalities. The amount of information gained by a modality is dependent on the nature of the task and it may be predicted by human intuit…

We partner with a restaurant in Shanghai, China to build a prototype system 3 to demonstrate our framework. The users can customize various parameters, such as style transfer sample, number of key colors extracted, and the ratio of white spaces, to …

We have proposed in this paper an analysis of the stylistic variation of the works of Solomon Marcus between two distinct historical periods, and have presented results that show the separation between the two periods is indeed clear at the level of…