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Enhancing Stereo Sound Event Detection with BiMamba and Pretrained PSELDnet
Wenmiao Gao, Han Yin
https://arxiv.org/abs/2507.09570 https://

Enhancing Stereo Sound Event Detection with BiMamba and Pretrained PSELDnet
Pre-training methods have greatly improved the performance of sound event localization and detection (SELD). However, existing Transformer-based models still face high computational cost. To solve this problem, we present a stereo SELD system using a pre-trained PSELDnet and a bidirectional Mamba sequence model. Specifically, we replace the Conformer module with a BiMamba module. We also use asymmetric convolutions to better capture the time and frequency relationships in the audio signal. Test…

Replaced article(s) found for cs.LG. https://arxiv.org/list/cs.LG/new
[10/14]:
- MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification
Nguyen, Nguyen, Diep, Nguyen, Ho, Metsch, Maurer, Sonntag, Bohnenberger, Hauschild

🪖 Provisions from pond water? Researchers leverage biomanufacturing to produce food
https://phys.org/news/2025-09-provisions-pond-leverage-biomanufacturing-food.html

Provisions from pond water? Researchers leverage biomanufacturing to produce food
Researchers at the Johns Hopkins Applied Physics Laboratory (APL) in Laurel, Maryland, are exploring a new approach to producing food on demand with unconventional materials. Through the Feedstocks for Food Production (FFP) project, APL is investigating ways to grow edible microbial food by harnessing nonpotable water.

"Waarom is van der Burg woordvoerder buitenlandse zaken en niet woordvoerder van de binnenvaart? Want het maakt kennelijk toch allemaal niks uit".
Aldus Paternotte.
Van Der Burg is not amused en moppert iets over grappen die niet op z'n plek zijn.
Maar Paternotte heeft wel een punt: bij Oekraine neemt de VVD *wel* het voortouw, dan kunnen we heel veel, maar bij Gaza zijn we ineens een hulpeloos klein landje.

Quantum chaos and semiclassical behavior in mushroom billiards II: Structure of quantum eigenstates and their phase space localization properties
Matic Orel, Marko Robnik
https://arxiv.org/abs/2510.11412

Quantum chaos and semiclassical behavior in mushroom billiards II: Structure of quantum eigenstates and their phase space localization properties
We investigate eigenstate localization in the phase space of the Bunimovich mushroom billiard, a paradigmatic mixed-phase-space system whose piecewise-$C^{1}$ boundary yields a single clean separatrix between one regular and one chaotic region. By varying the stem half-width $w$, we continuously change the strength and extent of bouncing-ball stickiness in the stem, which for narrow stems gives rise to phase space localization of chaotic eigenstates. Using the Poincaré-Husimi (PH) representati…

Hä? 🤔
"Das [...] #Schiff ist mit einem emissionsarmen #LNG-Antrieb ausgestattet und erfüllt damit die aktuellen #Klimaschutzanforderungen der

HZA-OL: Zollschiff "Emden" feierlich getauft und in Dienst gestellt Neues Einsatzschiff mit moderner...
Oldenburg (ots) - Emden, 7. Oktober 2025: Der Zoll hat heute im Emder Binnenhafen sein neues Einwachenschiff "Emden" feierlich getauft und in Dienst gestellt. An dem Festakt...

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Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention's Alternative
Xi Xuan, Zimo Zhu, Wenxin Zhang, Yi-Cheng Lin, Tomi Kinnunen
https://arxiv.org/abs/2508.09294

Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention's Alternative
Advances in speech synthesis intensify security threats, motivating real-time deepfake detection research. We investigate whether bidirectional Mamba can serve as a competitive alternative to Self-Attention in detecting synthetic speech. Our solution, Fake-Mamba, integrates an XLSR front-end with bidirectional Mamba to capture both local and global artifacts. Our core innovation introduces three efficient encoders: TransBiMamba, ConBiMamba, and PN-BiMamba. Leveraging XLSR's rich linguistic repr…

Quantum enhanced ensemble GANs for anomaly detection in continuous biomanufacturing
Rajiv Kailasanathan, William R. Clements, Mohammad Reza Boskabadi, Shawn M. Gibford, Emmanouil Papadakis, Christopher J. Savoie, Seyed Soheil Mansouri
https://arxiv.org/abs/2508.21438

Quantum enhanced ensemble GANs for anomaly detection in continuous biomanufacturing
The development of continuous biomanufacturing processes requires robust and early anomaly detection, since even minor deviations can compromise yield and stability, leading to disruptions in scheduling, reduced weekly production, and diminished economic performance. These processes are inherently complex and exhibit non-linear dynamics with intricate relationships between process variables, thus making advanced methods for anomaly detection essential for efficient operation. In this work, we p…