Transformer Performance: Hopfield Theory & Cross-Entropy Loss Data

Table of Links Abstract and 1 Introduction 2 Related Work 3 Model and 3.1 Associative memories 3.2 Transformer blocks 4 A New Energy Function 4.1 The layered structure 5 Cross-Entropy Loss 6 Empirical Results and 6.1 Empirical evaluation of the radius 6.2 Training GPT-2 6.3 Training Vanilla Transformers 7 Conclusion and Acknowledgments Appendix A. Deferred … Read more

Stablecoins: From Fallacy To Financial Force

In a 2022 research paper titled The Fallacy of Stablecoins, Dr. Vasil Gechev heavily criticized stablecoins, calling them a threat to global financial stability and urging every government to expel them from their financial landscapes. Fast forward to today, do Vasil’s words still ring true? From a fringe asset class to the forefront of financial … Read more

ETH Surges 9% as Crypto Market Celebrates Trump’s Ceasefire Announcement

Ether (ETH) ETH is trading at $2,420, up 8.61% over the past 24 hours, after surging sharply in the hours following former U.S. President Donald Trump’s unexpected announcement of a ceasefire agreement between Israel and Iran, according to CoinDesk Research’s technical analysis model. The move appears to have reversed recent war-driven market anxiety, fueling renewed … Read more

Court filings reveal OpenAI and io’s early work on an AI device

Legal filings submitted earlier this month from lawyers representing OpenAI and Jony Ive’s io reveal new details about the companies’ efforts to build a mass-market AI hardware device. The filings are part of a trademark dispute lawsuit filed this month by iyO, a Google-backed hardware startup developing custom-molded earpieces that connect to other devices. Over … Read more

Samsung confirms Unpacked for early July

Let’s see what unfolds. Samsung’s summer Unpacked is officially on, starting at 10AM ET on Wednesday, July 9th. The invitation features a jazzy little bop and the words “Ultra Unfolds,” so I think it’s safe to assume we’re getting that foldable Ultra phone the company previously hinted at. The event is set to take place … Read more

Self-Actualization In Action

Disclaimer: I do not have the proper education or qualifications to discuss this topic professionally. Everything below is my personal perspective, based on my own experience, and should not be treated as advice. Please think for yourself. A change can occur through various ways and on its own schedule. How do we know we‘ve changed? … Read more