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FAiT: Frequency-Aware Inverted Transformer for Multivariate Time Series Forecasting

arXiv:2606.01306v1 Announce Type: new Abstract: While Transformer-based architectures have established themselves as a dominant paradigm in Multivariate Time Series Forecasting (MTSF), their core self-attention mechanism inherently functions as a low-pass filter, systematically smoothing out high-frequency signals vital for sharp local changes. Recent advancements have increasingly incorporated frequency-domain operations to address this bias, however, most existing designs rely on fixed...

arXiv CS 8d ago

Move the Query, Not the Cache: Characterizing Cross-Instance Latent Attention Redistribution Across GPU Fabrics

Announce Type: new Abstract: Frontier LLMs increasingly decide what a query attends to with a sparse-attention indexer that picks a few KV-cache blocks per query: attention's unit is now a small, reusable chunk. Agentic workloads hammer it: many sub-agents query one large codebase, reusing the same blocks. When that corpus outgrows one GPU it is partitioned across instances, so a query and the blocks it selects often sit on different GPUs: answering it means attention across instances.

arXiv CS 8d ago

Do Foundation Models See Biology? Evaluating Attention Coherence with Spatial Transcriptomics in Glioblastoma

Announce Type: new Abstract: Whether attention maps from pathology foundation models capture genuine biology remains unknown, yet this question is critical for clinical trust and regulatory approval. We propose a spatial transcriptomics-based framework for orthogonal, hypothesis-free evaluation of attention and apply it to five pathology foundation models (CONCH v1.5, UNI v2, Virchow2, GigaPath, H-Optimus-1) and a ResNet50 baseline. Using attention-based multiple instance learning, we train...

arXiv CS 6d ago

The Invisible Hand of Physics: When Video Diffusion Models Know More Than They Show

arXiv:2606.05328v1 Announce Type: new Abstract: Modern video diffusion models generate increasingly realistic and temporally coherent videos, motivating their use as candidate world simulators. Yet it remains unclear whether these models internally encode physical structure, or merely reproduce motion patterns seen during training.

arXiv CS 5d ago

Attention Dynamics and Adaptive Decision Support in C5ISR: A Recurrence Quantification Analysis of Visual and Multimodal Attention Guidance Effects on Mission Performance

arXiv:2606.02382v1 Announce Type: new Abstract: Modern command, control, communications, computers, cyber, intelligence, surveillance, and reconnaissance (C5ISR) environments place substantial attentional demands on mission commanders. Failures in attention allocation in these high-risk settings can have severe operational consequences. This study investigates the efficacy of gaze-driven, attention-guided adaptive decision support tools, including visual-only and multimodal designs, in a...

arXiv CS 8d ago

Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human

Announce Type: new Abstract: As LLM agents begin to take real, irreversible actions (shell commands, file edits, deploys), the standard safety pattern is a human-in-the-loop approval gate: risky actions pause and wait for a person. We argue the gate is the easy part; the hard part is the judgment - which actions to stop - which the field evaluates against two false assumptions: that there is a ground-truth notion of "risky," and that the human reviewer is a perfect, infinitely-available...

arXiv CS 1d ago

Ranking the 21 best U21 players at the 2026 World ...

The FIFA World Cup is the biggest tournament in sport, and it's a great place to show off your talent as a young player! The list of teenagers to have made their breakthrough at a World Cup is long, and includes the likes of Pelé, Kylian Mbappé, Michael Owen and Thomas Müller. But who might do so this summer?

ESPN 8d ago

Anatomy of a high-performance EP kernel

Anatomy of a high-performance EP kernel Large language models are large. Because they’re large, we need lots of GPUs to run them. It would be nice if LLM inference were ‘embarrassingly parallel’ and we could just always compute independent things on different GPUs.

Hacker News 5h ago

The Arc of the Voting Rights Act

THe morning after Louisiana’s House primaries were scheduled to take place, worshipers at Mount Zion First Baptist Church in Baton Rouge were on their feet, swaying to the gospel music that vibrated through the wooden pews. Just days earlier, the vote had been abruptly postponed as Republicans scrambled to redraw congressional boundaries in a way that would erase one of the state’s two majority-Black congressional districts and dilute the political influence that many in the congregation had...

The Atlantic 10d ago

What is a Fata Morgana? Sea mirage sparks queries

What is a Fata Morgana? Sea mirage sparks queries An image showing a rare mirage off the coast of Cornwall has led to speculation on social media about exactly what it is. Mike Hancock, from boat trip operator St Ives Boats, recently spotted it off the north coast and said the "surreal" experience looked like a "huge bear on the horizon".

BBC England 11d ago