Theoretical Framework: Transformer Memorization & Performance Dynamics

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

Polkadot’s DOT Drops as Much as 5% After Failed Breakout Triggers Selling Wave

Polkadot DOT encountered substantial selling pressure, dropping as much as 5% before rebounding and potentially forming a double bottom pattern that points to continued upward movement, according to CoinDesk Research’s technical analysis model. After initially attempting to establish an uptrend with a peak at $3.787, DOT encountered strong resistance and formed a bearish reversal pattern, … Read more

SENATE PASSES GENIUS ACT, FED DECISION TODAY, US-IRAN THREATS GROW

SENATE PASSES GENIUS ACT, FED DECISION TODAY, US-IRAN THREATS GROW. FOMO HOUR LIVE ON DEGENZ. Degenz Live is the only content you need for crypto, macro, trading, gambling and risk-taking. Powered by MYRIAD MARKETS, REKT BRANDS and YEET CASINO. Crypto slides on escalating Israel-Iran war. US Senate passes GENIUS Act. Genius Act extends Dollar dominance: … Read more

What happens when you feed AI nothing

If you stumbled across Terence Broad’s AI-generated artwork (un)stable equilibrium on YouTube, you might assume he’d trained a model on the works of the painter Mark Rothko – the earlier, lighter pieces, before his vision became darker and suffused with doom. Like early-period Rothko, Broad’s AI-generated images consist of simple fields of pure color, but … Read more

Coinbase Derivatives, Nodal Clear Plan to Use USDC as Collateral for Futures Trades

Coinbase Derivatives and Nodal Clear are working to integrate the USDC stablecoin as collateral in regulated U.S. futures markets, aiming to launch the new framework in 2026. If approved by the Commodity Futures Trading Commission (CFTC), the plan is expected to mark the first time a stablecoin is formally accepted as collateral for margined futures … Read more

TON Drops 3.1% as Volatility Rocks Crypto Market

Toncoin TON is experiencing heightened volatility amid broader market turbulence, with significant selling pressure breaking through the $2.92 support level during peak trading hours, according to CoinDesk Research’s technical analysis model. Despite the sharp decline, buyers have emerged near the $2.87 level, forming what appears to be a potential stabilization zone. The cryptocurrency’s recent price … Read more

Framework Laptop 12 review: plastic fantastic

There isn’t another laptop as fun or as cute as this. Framework finally made a touchscreen laptop, and the convertible 2-in-1 is one of the coolest-looking computers ever made. It doesn’t have top-tier specs, but its two-year-old 13th Gen Intel Core i3 processor isn’t on its last legs just yet. Like Framework’s Laptop 13, the … Read more

This smart light has party speaker aspirations

With RGB color changing and tunable white light, this smart lamp / Bluetooth speaker can party all weekend and serve as a task light the rest of the week.  The most surprising thing about Govee’s colorful smart lamp with a speaker built-in is that we didn’t get something like this sooner. We’ve had color-changing smart … Read more

A Startup Is Looking to Pay 30% Yield by Tokenizing AI Infrastructure

Compute Labs, a startup that turns the industrial-grade GPUs that power AI data centres into fractionalized yield-bearing tokens, and enterprise AI cloud firm NexGen Cloud, have joined forces to begin distributing ownership of a $1 million “public vault,” the companies said on Wednesday. The power and profitability of AI infrastructure are largely centralized and generally … Read more

NEAR Protocol Plunges 6% as Middle East Tensions Fuel Crypto Selloff

The cryptocurrency market faces renewed pressure as conflict between Iran and Israel intensify, with NEAR Protocol showing notable price sensitivity to these geopolitical developments. The digital asset has established key support around $2.09-2.10, where increased trading volume suggests potential accumulation despite the overall bearish trend. Technical analysis NEAR-USD exhibited a 6.1% trading range ($2.219 high … Read more

Compliant Stablecoins Will Become the ‘Money Layer of the Internet:’ Canaccord

The wider promise of stablecoins, cryptocurrencies whose value is tied to another asset, has remained elusive until now due to regulatory uncertainty, broker Canaccord said in a research report Wednesday. The passage of the GENIUS Act in the U.S. Senate changes everything, it said. The legislation, whose full name is Guiding and Establishing National Innovation … Read more