The challenge of training large and sophisticated models is significant, primarily due to the extensive computational resources and time these processes require. This is particularly evident in training large-scale Generative AI models, which are prone to frequent instabilities manifesting as disruptive loss spikes during extended training sessions. Such instabilities often lead to costly interruptions that… →
Recently, there’s been increasing interest in enhancing deep networks’ generalization by regulating loss landscape sharpness. Sharpness Aware Minimization (SAM) has gained popularity for its superior performance on various benchmarks, specifically in managing random label noise, outperforming SGD by significant margins. SAM’s robustness shines particularly in scenarios with label noise, showcasing substantial improvements over existing techniques.… →
Rightsify’s Global Copyright Exchange (GCX) offers vast collections of copyright-cleared music datasets tailored for machine learning and generative AI music initiatives. These datasets encompass millions of hours of music, over 10 million recordings and compositions accompanied by comprehensive metadata, including key, tempo, instrumentation, keywords, moods, energies, chords, and more, facilitating training and commercial usage. Text,… →
Objective: To study the efficacy of pulse methylprednisolone (MPS) therapy in patients with malaria-associated acute respiratory distress syndrome (ARDS). Materials and methods: The study was a randomized, single-blind, placebo-controlled trial with a total sample size of 44 patients. The total random number table was used on a computer for randomization. The sample size was divided… →
CONCLUSIONS: The administration of three or five injections of platelet-rich plasma is safe, substantially more effective than single injections, and leads to remarkable clinical improvement by significantly reducing knee pain, improving joint stiffness, and enhancing physical function in patients with grade I-III knee osteoarthritis. Furthermore, no significant difference was observed in the efficacy of three… →
CONCLUSION: CGF combined with SH is effective in the treatment of TMJOA and can improve muscle pain, TMJ pain, Impaired TMJ function, Impaired range of movement, Pain on movement of the mandible and promote bone repair. →
CONCLUSION: The 5G-based remote interactive ultrasound training system was well-received and effective for critical care. These findings warrant its further promotion and application. →
CONCLUSIONS: Er,Cr:YSGG-assisted periodontal therapy is beneficial in MGI and PPD reductions during early healing period. →
CONCLUSION: Selenium level in pregnant women with GDM was low compared to healthy pregnant women. Selenium supplementation had a beneficial impact (compared to diet only) on blood glucose levels in pregnant women with GDM. →
CONCLUSION: ACDF and CDR provided similar improvements in radiological measurements and pain relief. Although both procedures significantly enhanced the patient’s quality of life and disability scores, HO was more prevalent following CDR during long-term follow-up. →