Effective Interplay between Sparsity and Quantization: From Theory to Practice

Autor: Harma, Simla Burcu, Chakraborty, Ayan, Kostenok, Elizaveta, Mishin, Danila, Ha, Dongho, Falsafi, Babak, Jaggi, Martin, Liu, Ming, Oh, Yunho, Subramanian, Suvinay, Yazdanbakhsh, Amir

The increasing size of deep neural networks necessitates effective model compression to improve computational efficiency and reduce their memory footprint. Sparsity and quantization are two prominent compression methods that have individually demonst

Externí odkaz: http://arxiv.org/abs/2405.20935

Accuracy Booster: Enabling 4-bit Fixed-point Arithmetic for DNN Training

Autor: Harma, Simla Burcu, Chakraborty, Ayan, Sperry, Nicholas, Falsafi, Babak, Jaggi, Martin, Oh, Yunho

The unprecedented demand for computing resources to train DNN models has led to a search for minimal numerical encoding. Recent state-of-the-art (SOTA) proposals advocate for multi-level scaled narrow bitwidth numerical formats. In this paper, we sho

Externí odkaz: http://arxiv.org/abs/2211.10737

Angiogenesis-associated pathways play critical roles in neonatal sepsis outcomes

Autor: Mario Fidanza, Julie Hibbert, Erica Acton, Danny Harbeson, Elizna Schoeman, Patrycja Skut, Tabitha Woodman, Adrien Eynaud, Lucy Hartnell, Byron Brook, Bing Cai, Mandy Lo, Reza Falsafi, Robert E. W. Hancock, Msandeni Chiume-Kayuni, Norman Lufesi, Constantin R. Popescu, Pascal M. Lavoie, Tobias Strunk, Andrew J. Currie, Tobias R. Kollmann, Nelly Amenyogbe, Amy H. Lee

Publikováno v: Scientific Reports, Vol 14, Iss 1, Pp 1-13 (2024)

Abstract Neonatal sepsis is a major cause of childhood mortality. Limited diagnostic tools and mechanistic insights have hampered our abilities to develop prophylactic or therapeutic interventions. Biomarkers in human neonatal sepsis have been repeat

Externí odkaz: https://doaj.org/article/b54f31f4736543a6a2fa9c599d17c04a

Predictive gene expression signature diagnoses neonatal sepsis before clinical presentation

Autor: Amenyogbe, Nelly, Angelidou, Asimenia, Bao, Winnie, Ben-Othman, Rym, Bennike, Tue, Blimkie, Travis, Bjerregaard-Andersen, Morten, Brinkman, Ryan R., Brook, Byron, Burnell, Kendyll, Cai, Bing, Checkervarty, Abhinav, Chen, Jing, Chen, Virginia, Cooney, Mitchell, Cox, Momoudou, Darboe, Alansana, Dhillon, Bhavjinder K., Dibassey, Tida, Diray-Arce, Joann, Falsafi, Reza, Fatou, Benoit, Ford, Rebecca, Francis, Freddy, Golding, Christian N., Hancock, Robert E.W., Harbeson, Danny J., He, Daniel, Hinshaw, Samuel H., Hoch, Annmarie, Huang, Joe, Idoko, Olubukola T., Imam, Abdulazeez, Kampmann, Beate, Kirarock, Wendy, Kollmann, Tobias R., Karoly, Meagan E., Kraft, Ken, Larsen, Kristina, Lasky-Su, Jessica, Lee, Amy H., Levy, Ofer, Liu, Aaron, A, Liu, Mark, M, Malek, Mehrnoush, Marchant, Arnaud, Masiria, Geraldine, Martino, David Jim, Matlam, John Paul, McEnaney, Kerry, McLoughlin, Caitlyn, Montante, Sebastiano, Morrocchi, Elena, Ndure, Jorjoh, Nguyen, Athena, Njie-Jobe, Jainaba, Odumade, Oludare A., Ozonoff, Al, Pak, Jensen, Palma, Paolo, Parker, Edward P.K., Pettengill, Matthew A., Plotkin, Alec, Pomat, William S., Rao, Shun, Richmond, Peter C., Roberts, Elishia, Saleu, Gerard, Sanca, Lilica, Sanchez-Schmitz, Guzman, Schaltz-Buchholzer, Frederik, Shannon, Casey P., Singh, Amrit, Smith, Maren, Smolen, Kinga K., Steen, Hanno, Strandmark, Julia, Syphurs, Caitlin, Tebbutt, Scott J., van den Biggelaar, Anita H.J., van Haren, Simon D., Varankovich, Natallia, Vignolo, Sofia, Vo, Diana, Wariri, Oghenebrume, An, Andy Y., Acton, Erica, Blimkie, Travis M., Dibbasey, Tida, Bennike, Tue Bjerg, Martino, David

Publikováno v: In eBioMedicine December 2024 110

Recent trends in the application of films and coatings based on starch, cellulose, chitin, chitosan, xanthan, gellan, pullulan, Arabic gum, alginate, pectin, and carrageenan in food packaging

Autor: Hadis Rostamabadi, Ilkem Demirkesen, Rosana Colussi, Swarup Roy, Nazia Tabassum, Josemar Gonçalves deOliveira Filho, Yograj Bist, Yogesh Kumar, Małgorzata Nowacka, Sabina Galus, Seid Reza Falsafi

Publikováno v: Food Frontiers, Vol 5, Iss 2, Pp 350-391 (2024)

Abstract The inevitable drawbacks of petrochemical polymer‐based packaging (e.g., extreme loss of fossil resources, excessive products’ carbon footprint, and inordinate environmental pollution resulting from the accumulation of disposed nonbiodeg

Externí odkaz: https://doaj.org/article/84c6f14e453449b397ee5429531e03f3