The Fading Shield: Cybersecurity’s Coming Crisis

As digital defenses accumulate complexity and age, the cybersecurity landscape is entering a period of diminishing returns, raising critical questions about long-term resilience.

As digital defenses accumulate complexity and age, the cybersecurity landscape is entering a period of diminishing returns, raising critical questions about long-term resilience.

A new framework, zkFL-Health, is enabling privacy-preserving federated learning for medical AI, safeguarding sensitive data during collaborative model training.

A new framework, zkFL-Health, is leveraging cutting-edge cryptographic techniques to enable privacy-preserving federated learning for sensitive medical data.
![SPELL streamlines large language model serving through speculative decoding, pre-drafting potential continuations [latex] \hat{y}_{t} [/latex] with a small language model before verifying them with a larger, more accurate one, thereby reducing latency and improving throughput even under high load.](https://arxiv.org/html/2512.21236v1/figures/overview.png)
New research reveals a surprisingly effective method for prompting large language models to generate malicious code, even those considered highly secure.

A novel mathematical approach establishes a direct link between the structure of information networks and the principles of intuitionistic logic.

Researchers have developed a novel neural speech codec that significantly reduces bandwidth requirements without sacrificing audio quality.

Researchers have developed a new framework, ESCHER, to efficiently represent and analyze evolving hypergraphs, unlocking significant speedups for key graph computations.
A new study explores whether large language models can seamlessly continue mathematical problem-solving started by another AI, revealing significant performance differences based on model architecture.
A new method breaks down the complex problem of assessing network resilience to link uncertainties into smaller, more manageable components.

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