Month: June 2025

Who’s Selling Bitcoin Above $100K and Holding Back the Price Rally?

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Bitcoin’s BTC bull market has stalled, and how. Despite a surge in spot ETF inflows, stablecoin market caps, and positive regulatory developments in the U.S., the leading cryptocurrency by market value continues to trade directionless, fluctuating between $100,000 and $110,000. It’s been a record 42 straight days of back-and-forth trading above the $100 mark, and … Read more

DOJ Ties Kansas Bank Collapse to $225 Million ‘Pig Butchering’ Seizure

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A Kansas banker who looted millions from his small-town bank in 2023, which triggered its collapse, lost much of the money to overseas crypto scammers targeted in a record-breaking DOJ bust, according to a complaint filed Wednesday. Prosecutors have filed a civil forfeiture action targeting over $225 million in laundered USDT, part of a butchering … Read more

Korean Crypto KOLs Fuel Massive $USELESS Rally as Traders Shrug Off Traditional Narratives: Asia Morning Briefing

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Good Morning, Asia. Here’s what’s making news in the markets: Welcome to Asia Morning Briefing, a daily summary of top stories during U.S. hours and an overview of market moves and analysis. For a detailed overview of U.S. markets, see CoinDesk’s Crypto Daybook Americas. South Korea has long been known for its outsized influence on … Read more

Cross-Entropy Loss Analysis in Transformer Networks

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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

Modeling Transformer Layers: Majorization Minimization & Hopfield Networks

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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

New Energy Function for Transformers: No External Regularization

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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

Transformer Block Architecture: Attention and Feed-Forward Integration

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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

Associative Memories: Transformer Memorization & Performance Dynamics

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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