Streaming Thoughts: A Faster Path to Long-Context Language Models

A new hierarchical modeling approach dramatically improves the speed and memory efficiency of processing lengthy text sequences.

A new hierarchical modeling approach dramatically improves the speed and memory efficiency of processing lengthy text sequences.

Researchers have demonstrated a practical method to evade radio frequency-based drone detection systems by subtly manipulating the drone’s emitted signals.
![A linear optical network, built upon the [latex]D_{4}^{2}[/latex] Dicke digraph, undergoes stepwise decomposition, with the relative positions of its 44-partite and 33-partite ports intentionally reversed to enhance clarity of the underlying network structure.](https://arxiv.org/html/2512.20881v1/Figures_main/success_prob.jpg)
Researchers have devised a new method for generating complex entangled states, known as Dicke states, using a streamlined optical approach.
Researchers have developed a method to implement encrypted control for complex nonlinear systems by approximating dynamics with autoregressive models.
New research introduces a framework for proving that certain types of distributed computations-from population protocols to chemical reaction networks-will always reach a conclusion or demonstrably fail within a predictable timeframe.

Researchers have designed a new superconducting quantum computing architecture that significantly reduces unwanted interactions between qubits, paving the way for more complex and reliable quantum computations.
A new State of Knowledge review examines the evolving landscape of consensus protocols and the drive toward faster, more secure finality in distributed ledger technology.

A new containerized sandbox, pokiSEC, delivers consistent and reproducible dynamic malware analysis for both ARM64 and AMD64 systems.
A new review synthesizes the latest approaches to ensuring the robustness of critical infrastructure in the face of growing threats.

Researchers have developed a new framework that leverages artificial intelligence to subtly alter code, evading detection by even advanced, reasoning-based security systems.