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When Correct Decisions Hide Internal Stress: Decision-State Probing in Multimodal Language Models

Announce Type: new Abstract: Multimodal language models are typically evaluated through external behavior: selecting the correct image--text match, rejecting unsupported captions, or answering visual queries correctly. However, correct behavior alone does not show that the model's internal decision state remains stable under controlled semantic stress. We study this gap through S$^3$E (Structured Semantic Stress Evaluation), a framework for analyzing behavior-internal decoupling in...

arXiv CS 1d ago

Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design

arXiv:2602.20176v3 Announce Type: replace-cross Abstract: D-peptide binders targeting L-proteins have promising therapeutic potential. Despite rapid advances in machine learning-based target-conditioned peptide design, generating D-peptide binders remains largely unexplored. In this work, we show that by injecting axial features to $E(3)$-equivariant (polar) vector features, it is feasible to achieve cross-chirality generalization from homo-chiral (L--L) training data to hetero-chiral (D--L)...

arXiv CS 9d ago

Beyond forced choice: hyper-realistic AI faces reveal a four-cluster perceptual geometry of emotion

Forced-choice paradigms in facial emotion perception research require observers to commit to a single label and discard any simultaneous activation of related categories that participants might otherwise express. We introduce a multi-select rating paradigm in which 112 participants rated each of 52 facial-expression stimuli on 13 emotion categories using continuous 0-to-10 sliders, alongside a separate authenticity slider. Stimuli were generated using OpenAI's DALL-E 3 from an orthogonal...

bioRxiv 6d ago

Multi-objective optimization and quantum hybridization of equivariant deep learning interatomic potentials

arXiv:2602.16908v2 Announce Type: replace-cross Abstract: Allegro is a machine learning interatomic potential model designed to predict atomic properties in molecules using E(3) equivariant neural networks. When training this model, there tends to be a trade-off between accuracy and inference time. For this reason, we apply multi-objective hyperparameter optimization to both objectives.

arXiv CS 2d ago

Amazon launches Prime in South Africa for under $4 a month

Amazon launches Prime in South Africa for under $4 a month June 3 : E-commerce giant Amazon.com said on Wednesday it has launched its paid Prime service in South Africa, offering faster deliveries and media content for 59 South African rand ($3.61) a month or 399 rand a year. Here are some details: • Amazon Prime is already available in 26 other countries, with Prime Day, one of Amazon's biggest sales events, scheduled for June 23-29 in South Africa. • South Africa has seen a boom in online...

Channel News Asia 7d ago

US agency considers reforming, ending $3 billion school internet subsidy program

US agency considers reforming, ending $3 billion school internet subsidy program June 3 : The U.S. Federal Communications Commission said on Wednesday the agency is considering reforming or ending the roughly $3 billion annual E-Rate subsidy program for schools and libraries. The FCC said the commission wants to ensure E-Rate-funded internet networks and services are being used for educational purposes. A senior FCC official told reporters the proposal to be released this week raises the...

Channel News Asia 7d ago

FCC launches sweeping review of $3B school internet subsidy program over screen time concerns

The Federal Communications Commission (FCC) announced Wednesday it is launching a sweeping review of its school internet subsidy E-Rate program, citing concerns that increased screen time in schools may be contributing to declining academic performance. The E-Rate program provides roughly $3 billion annually in discounts for internet access and related connectivity services for eligible schools and libraries. FCC Chairman Brendan Carr called the review necessary at a time when screen time...

Fox News 6d ago

Exact output statistics of Icart's encoding in the exceptional \(j=0\) case

Announce Type: cross Abstract: Icart's encoding is a classical deterministic map from finite fields to elliptic curves and a basic ingredient in early hash-to-curve constructions. We determine the exact one-output distribution of this map in the exceptional \(j=0\) case. More precisely, for \[ E_{0,b}:Y^2=X^3+b,\ q\equiv2\pmod3, \] we compute the complete fibre distribution of \(f_{0,b}:\mathbb F_q\to E_{0,b}(\mathbb F_q)\).

arXiv CS 2d ago

10 best Spanish beaches to see the total solar eclipse 2026

10 best Spanish beaches to see the total solar eclipse 2026 On Aug. 12, 2026, some of the best beaches in the world will play host to totality. Praia de Alba e Sabón, Galicia - 2. Playa de Langre, Cantabria - 3.

Space.com 3d ago

Predicting every game of the entire World Cup: All...

Everyone is using artificial intelligence to do, well, everything. With the World Cup starting on June 11, you can't scroll for more than a couple of minutes without hitting another post or video or reel of someone telling you how they used AI to predict the World Cup. So, I decided to use my own supercomputer to predict every game of the 2026 World Cup -- the supercomputer is called "my brain."

ESPN 5d ago