Beyond Maximum Likelihood: Smarter Stats for Complex Systems
A new review explores how alternative statistical methods can improve parameter estimation in models like Markov chains, offering robustness without sacrificing precision.
A new review explores how alternative statistical methods can improve parameter estimation in models like Markov chains, offering robustness without sacrificing precision.

CryptoQuant’s GugaOnChain just spilled tea on Bitcoin’s latest move. Imagine a pie chart where mega-whales (those with over 10,000 BTC) are like, “Oops, I’m selling 25.51K BTC,” but then the sharks (100-1,000 BTC crew) are there like, “Y’all take it! I’ll take 37.92K.” Meanwhile, the 1K-10K BTC crowd is sipping coffee and scooping up 9.57K BTC like it’s a clearance sale. It’s like watching a heist movie where the bad guys are the ones buying the diamonds.
Eleanor Terrett, our trusty chronicler of Capitol Hill’s follies, reports that Senator Tim Scott and his Republican comrades have gone silent, leaving the crypto world in a state of suspense thicker than a Gorky novel. Friday, the supposed deadline for announcements, came and went like a forgotten holiday, effectively slamming the door on April’s hopes. The Senate recess looms, and with it, the specter of inaction.
The North Carolina Blockchain and AI Initiative is throwing a party in the halls of Congress, and the bankers are all, “What’s the occasion?”

A new 522-bit elliptic curve, ECCFROG522PP, is presented with a design focused on transparency and reproducible parameter generation.

So, is DOGE finally ready to break out?
![The energies associated with the extended Gaussian-Core Model (eGCM) align with the diagonal matrix elements representing the overlap between basis states [latex]\langle\overline{\Phi}\_{k}|\hat{\rm H}|\overline{\Phi}\_{k}\rangle[/latex], as indicated by the correspondence between the blue line and the red dashed line; further analysis of the eigenvalues [latex]\nu\_{k}[/latex] of these norm overlaps confirms a non-zero contribution beyond the trivial case [latex]\nu\_{k} \neq 0[/latex].](https://arxiv.org/html/2604.21845v1/x2.png)
New theoretical work reveals a surprisingly stable, long-lived intermediate state in nuclear reactions, challenging existing models of how atomic nuclei exchange particles.

Developing robust security for industrial control systems requires more than just applying conventional methods, and this review highlights the significant hurdles in achieving truly holistic intrusion detection.

The American spot Bitcoin ETFs, with a persistence that borders on the absurd, have extended their winning streak to eight days, amassing a modest $223.2 million on Thursday. This, it seems, is taken as a sign of robust demand, though one might wonder if it is but a fleeting mirth in the grand comedy of the crypto market’s recovery.
A new class of denial-of-service attacks targets multi-round block builders by leveraging the inherent dependencies between transactions.