Beyond Accuracy: A New Benchmark for Forecasting the Future
![The evolution of time series forecasting benchmarks reveals a field increasingly reliant on repurposed datasets-indicated by superscripted markers-and characterized by key transitions highlighted along a timeline that now prominently features the Time Series Transformer [latex]TST[/latex], despite a historical pattern of frameworks inevitably accruing technical debt as production use cases challenge theoretical elegance.](https://arxiv.org/html/2602.12147v1/figure/timeline.png)
A new research effort introduces TIME, a comprehensive benchmark designed to rigorously evaluate the next generation of time series forecasting models.
Star Trek: Starfleet Academy Introduces Comic Books To Canon
The comic book series Star Trek: Starfleet Academy expands the official Star Trek story and shows that the classic uniforms from Star Trek: The Original Series are still being worn in the 31st century. In the sixth issue, written by Kenneth Lin & Kiley Rossetter and directed by Larry Teng, cadets from Starfleet Academy and War College find themselves stranded on the abandoned USS Miyazaki, facing off against dangerous, cannibalistic aliens known as the Furies.
Unmasking Bad Actors in Federated Learning
A new technique identifies and isolates malicious participants in collaborative machine learning, even when they work together.
Decoding Cyber Threats: Can AI Make Security Reports Easier to Understand?
![The GemmaAgent architecture facilitates complex reasoning through the synergistic integration of a large language model (LLM) and specialized tools, enabling it to iteratively refine plans and execute actions based on observed states and [latex] \mathbb{R} [/latex]-valued rewards, ultimately achieving robust task completion.](https://arxiv.org/html/2602.11982v1/x1.png)
Researchers are exploring how artificial intelligence can automatically simplify complex cybersecurity vulnerability descriptions, improving accessibility for a wider audience.
Strip Law Season 1 Episodes 1 to 10 Release Date, Time, Where to Watch
Strip Law is a hilarious animated comedy created by Cullen Crawford. The show centers around Lincoln Gumb, a very proper lawyer, and Sheila Flambé, a quirky magician, who team up to solve the strangest cases Las Vegas has to offer. It boasts a talented voice cast including Adam Scott, Janelle James, Stephen Root, Shannon Gisela, and Keith David.
Beyond Outliers: Fast, Reliable Bayesian Inference with Simulations
A new method, NSM-Bayes, dramatically improves the speed and robustness of Bayesian inference by leveraging neural networks and simulation.
The full Mewgenics soundtrack is now available on Steam featuring 82 tracks
Just a heads-up – as of today, the full track isn’t available yet on Bandcamp or anywhere else online. But good news! They just dropped a new live performance video, and you can find a link to it, along with more info, on the Steam page down below.
Market Realities and the Power Grid
New research reveals that standard power grid security assessments often fail to account for how actual market behavior impacts system resilience.
Is Solana (SOL) Truly Undervalued or Just Riding the Memecoin Wave?
Considering this, it’s easy to see why Solana [SOL] could be following a similar path.
Where Winds Meet Reveals ‘Hexi’ Expansion
You can now play Where Winds Meet on Android, iOS, PlayStation 5, and PC. It’s available through Steam, the Epic Games Store, and the Microsoft Store worldwide. Plus, if you play on Android or iOS, you can continue your progress and play with friends on PC and PlayStation 5!