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   Oraby, Shereen; Reed, Lena; Tandon, Shubhangi; Sharath, TS; Lukin, Stephanie; Walker, Marilyn (July 2018, Proceedings of the annual SIGdial Meeting on Discourse and Dialogue (SIGDIAL)})

   Natural language generators for taskoriented dialogue must effectively realize system dialogue actions and their associated semantics. In many applications, it is also desirable for generators to control the style of an utterance. To date, work on task-oriented neural generation has primarily focused on semantic fidelity rather than achieving stylistic goals, while work on style has been done in contexts where it is difficult to measure content preservation. Here we present three different sequence-to-sequence models and carefully test how well they disentangle content and style. We use a statistical generator, PERSONAGE, to synthesize a new corpus of over 88,000 restaurant domain utterances whose style varies according to models of personality, giving us total control over both the semantic content and the stylistic variation in the training data. We then vary the amount of explicit stylistic supervision given to the three models. We show that our most explicit model can simultaneously achieve high fidelity to both semantic and stylistic goals: this model adds a context vector of 36 stylistic parameters as input to the hidden state of the encoder at each time step, showing the benefits of explicit stylistic supervision, even when the amount of training data is large. 

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2. Fashion Faux Pas: Implicit Stylistic Fingerprints for Bypassing Browsers’ Anti-Fingerprinting Defenses

   Lin, X.; Araujo, F.; Taylor, T.; Jang, J.; Polakis, J. (January 2023, Proceedings of the IEEE Symposium on Security and Privacy)
3. Adaptive Surgical Robotic Training Using Real-Time Stylistic Behavior Feedback Through Haptic Cues

   https://doi.org/10.1109/TMRB.2021.3124128  

   Ershad, Marzieh; Rege, Robert; Fey, Ann Majewicz (November 2021, IEEE Transactions on Medical Robotics and Bionics)
4. Functional and Stylistic Considerations of Mixed Grog- and Shell-Tempered Late Mississippian Pottery from the Nashville Basin

   https://doi.org/10.5406/23274271.47.1.03  

   Sorresso, Domenique C.; Duke, C. Trevor; Cobb, Charles R.; Lieb, Brad R.; Boudreaux, Edmond A.; Krus, Anthony M. (April 2022, Midcontinental Journal of Archaeology)

   Abstract Mississippian period ceramic assemblages in the Nashville Basin region of Tennessee are traditionally viewed as being overwhelmingly shell tempered. Our petrographic analyses of 30 ceramic sherds from three Middle Cumberland sites have revealed, however, the presence of grog, or crushed potsherds, in shell-tempered pastes in over 40% of our specimens. In our study, serving vessels are often tempered with both shell and grog, with one bowl rim containing solely grog. Cooking vessels tend to be tempered with coarse shell and contain only incidental grog. Grog tempering alongside shell has been only occasionally noted elsewhere in the regional literature, but the lack of its widespread recognition may be due to the difficulty of identification without the assistance of a petrographic microscope. It is not clear whether the addition of small grog particles to a shell-tempered paste offers any immediate functional advantages. Other studies suggest that grog temper could improve the workability of the clay, may reduce thermal shock, and may enhance a vessel's resistance to mechanical stress. The strong correlation of fine grog and shell temper with bowls, however, may constitute a low-visibility horizon marker for an extensive swath of the Late Mississippian culture area. 

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5. Dissipation enhancement by mixing

   https://doi.org/10.1088/1361-6544/ab0e56  

   Feng, Yuanyuan; Iyer, Gautam (May 2019, Nonlinearity)