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A Doeblin-Anchored Contrastive Chart for Learning Markov Transition Kernels

arXiv:2606.02232v1 Announce Type: new Abstract: Learning a Markov transition model is not merely conditional density estimation: the learned object must be a valid transition kernel before it is iterated in downstream dynamics. This paper introduces a Doeblin-anchored contrastive chart, a statistical-to-dynamical coordinate framework for learning transition kernels from contrastive objectives. Given a restart law and an anchor strength, the chart mixes the target transition with the restart law.

arXiv CS 8d ago

Coastal communities at risk of effects of repeating cycles of inequality in marine energy transition

Coastal communities at risk of effects of repeating cycles of inequality in marine energy transition Lisa Lock Scientific Editor Andrew Zinin Lead Editor Although the clean energy transition offers major opportunities, a new report from University of Aberdeen researchers warns that current governance arrangements may leave coastal communities bearing the cost of energy transition while seeing limited long-term benefits. Drawing on more than 200 years of change across three coastal...

Phys.org 6d ago

One Transit Is All You Need: Detecting Exoplanets Through Learned Stellar Behaviour with EXOVEIL

arXiv:2606.02778v2 Announce Type: replace-cross Abstract: I present EXOVEIL, a transit detection system that learns what a star's brightness should look like and flags when reality disagrees. Unlike existing systems that require phase-folded input, EXOVEIL operates on raw flux time series and can detect planets that transit only once. A Transformer world model, trained on 16,499 Kepler light curves with transit-masked self-supervised learning, predicts expected stellar flux.

arXiv CS 1d ago

One Transit Is All You Need: Detecting Exoplanets Through Learned Stellar Behaviour with EXOVEIL

arXiv:2606.02778v1 Announce Type: cross Abstract: I present EXOVEIL, a transit detection system that learns what a star's brightness should look like and flags when reality disagrees. Unlike existing systems that require phase-folded input, EXOVEIL operates on raw flux time series and can detect planets that transit only once. A Transformer world model, trained on 16,499 Kepler light curves with transit-masked self-supervised learning, predicts expected stellar flux.

arXiv CS 7d ago

Bayesian Spectral Emotion Transition Discovery from Multi-Annotator Disagreement

arXiv:2606.01906v1 Announce Type: new Abstract: Emotions evolve through the dynamics of conversation, and understanding their transition structure is foundational to applications ranging from mental-health screening to dialogue systems. However, existing studies typically compress multi-rater judgments into a single hard label by majority voting, discarding the uncertainty signal needed to understand turn-to-turn transitions. In this article, we propose Bayesian Spectral Emotion Transition...

arXiv CS 8d ago

Seamless Contraction-Control Framework for Unplanned Grid-Connected/Stand-Alone Transitions of Grid-Forming Inverters

Announce Type: new Abstract: Unplanned grid-connected (GC)/stand-alone (SA) transitions commonly occur in AC microgrids during protection trips, manual breaker operation, or low-bandwidth supervisory communication. Under such unplanned transitions, a grid-forming inverter must support the local-load voltage in stand-alone operation and regulate the desired power/current injection in grid-connected operation. Existing P--Q droop-based seamless-transfer methods often rely on planned transition...

arXiv CS 1d ago

A Class of Multipartite Entangled States Based on State Transitions

arXiv:2606.05579v1 Announce Type: cross Abstract: We introduce Transition states (T states), denoted by $\ket{T_k^n}$, as a class of multipartite entangled states characterized by a fixed number of state transitions between adjacent qubits. These states form equal-amplitude superpositions over all states with a specified transition count. Unlike Bell states based on two-qubit correlations, GHZ states characterized by global correlations among all qubits, and W and Dicke states based on fixed...

arXiv CS 5d ago

JenBridge: Adaptive Long-Form Video Soundtracking across Scene Transitions

arXiv:2606.01703v1 Announce Type: new Abstract: We address the challenge of generating high-fidelity, long-form soundtracks that remain coherent across scene transitions. Existing AI music systems are mainly designed for short, isolated clips and lack mechanisms to ensure narrative continuity. We present JenBridge, a modular and interpretable framework for adaptive long-form video soundtracking that ensures both high-fidelity audio generation and transition naturalness.

arXiv CS 8d ago

Violent transit attacks in Atlanta, New York and Charlotte fuel calls for tougher tracking of repeat offenders

Violent transit attacks in three major U.S. cities have renewed commuter fears and sparked outrage over how the justice system tracks repeat offenders. The cases include a shooting on Atlanta’s MARTA system, stabbings at New York City’s Penn Station and a stabbing on Charlotte’s Lynx Blue Line. Here are three recent public-transit attacks involving accused repeat offenders that have fueled calls for tougher action to protect residents.

Fox News 7h ago

ZTE Demonstrates Integrated AI, Connectivity and Digital Utility Technologies at TNB Energy Transition Conference

At the recent TNB Energy Transition Conference, ZTE showcased an integrated portfolio of digital utility, Artificial Intelligence (AI), and intelligent infrastructure technologies. The display highlighted how advanced connectivity and digitalization can support the evolving needs of modern power utilities while driving Malaysia's broader energy transition ambitions. The technologies presented by ZTE encompassed a broad range of digital utility and intelligent infrastructure solutions...

The Register 2d ago