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G-MaP-SE: Guided Speech Enhancement via GMM-Based Prior Matching
arXiv:2606.08580v1 Announce Type: cross Abstract: Using speaker embeddings as conditioning can strengthen speech enhancement, but most methods either require clean enrollment audio or rely on embeddings extracted from noisy speech, which are fragile under noise and domain shift. We propose G-MaP-SE, a guided enhancement framework that builds a clean-speech embedding prior with a Gaussian Mixture Model (GMM) and refines a noisy conditioning embedding by matching it to this prior. The matched...
EV maker VinFast's revenue jumps on SE Asian demand, but loss widens
EV maker VinFast's revenue jumps on SE Asian demand, but loss widens June 8 : Vietnam's VinFast reported a nearly 42 per cent rise in first-quarter revenue on Monday, driven by strong demand for its electric vehicles in key Southeast Asian markets, but posted a wider net loss. Quarterly revenue rose to 23.11 trillion dong ($877.24 million) from 16.31 trillion dong a year earlier, the company said in a statement. In recent years, VinFast has shifted focus to Southeast Asia and India,...
10th straight defeat: PV Sindhu falls to An Se Young, crashes out of Indonesia Open
Two-time Olympic medallist PV Sindhu's run at the Indonesia Open ended in the pre-quarterfinals on Thursday after she lost to world No. 1 An Se Young for the second week in a row. Sindhu, who had also gone down to the South Korean in the quarterfinals of last week's Singapore Open, lost 17-21, 14-21 in the round of 16 match.
'Se*ualising someone without consent...: 'Janhvi Kapoor's old interview resurfaces
Long before 'Peddi' sparked a debate about how women are represented on screen, Janhvi Kapoor had already put her position on record. In an April interview on Raj Shamani's podcast, the actor spoke with striking clarity about consent, over-sexualisation, and her evolving confidence in asserting boundaries on film sets. Those remarks, largely noted at the time, have now gone viral resurfacing with fresh urgency as the makers of 'Peddi' face mounting criticism over the presentation of her...
Authorized and Verifiable Searchable Encryption Based on Public Key Equality Test for Cloud Storage
Announce Type: new Abstract: Cloud storage revolutionizes data management but raises conflicts between functionality and privacy. Public Key Encryption with Equality Test (PKEET), an advanced cryptographic technique, can enable multi-user searchable encryption (SE) through cross-key ciphertext comparison without shared keys. However, existing PKEET-based SE schemes lack ciphertext-file-level authorization, public verifiability, or SE-level support.
Training-Free Intelligibility-Guided Observation Addition for Noisy ASR
Announce Type: replace-cross Abstract: Automatic speech recognition (ASR) degrades severely in noisy environments. Although speech enhancement (SE) front-ends effectively suppress background noise, they often introduce artifacts that harm recognition. Observation addition (OA) addressed this issue by fusing noisy and SE enhanced speech, improving recognition without modifying the parameters of the SE or ASR models.
Trustworthy AI Software Engineers
arXiv:2602.06310v2 Announce Type: replace Abstract: With the rapid rise of AI coding agents, the fundamental premise of what it means to be a software engineer is in question. In this vision paper, we examine what it means for an AI agent to be considered a software engineer and then critically think about what makes such an agent trustworthy. Grounded in established definitions of SE (SE) and informed by recent research on agentic AI systems, we conceptualise AI software engineers as...
Malaysia’s PAS severs ties with Bersatu, throwing opposition pact PN's fate into question
Malaysia’s PAS severs ties with Bersatu, throwing opposition pact PN's fate into question Parti Islam Se-Malaysia’s president Abdul Hadi Awang said the decision took into account the state of relations between the two parties. KUALA LUMPUR: Malaysia’s main opposition party Parti Islam Se-Malaysia (PAS) on Monday (Jun 8) announced that it will end its political cooperation with Parti Pribumi Bersatu Malaysia (Bersatu), raising doubts over the future of the federal opposition pact Perikatan...
Can AI be Easy? Lessons Learned from the EZR.py Toolkit
arXiv:2606.03640v1 Announce Type: new Abstract: Much recent press claims that developers no longer need to read code. We disagree, at least within the domain of tabular software-engineering (SE) optimization tasks: rows of $x$ and $y$ values where the $y$ values are expensive to obtain.
Equivariant Neural Belief Propagation
Announce Type: new Abstract: Probabilistic inference over spatially embedded variables requires beliefs that respect $SE(3)$ symmetry, yet existing equivariant networks produce only scalars and vectors -- not the rank-2 precision tensors needed for anisotropic uncertainty, and single-component messages collapse multi-modal energy landscapes to physically meaningless averages. We introduce Equivariant Neural Belief Propagation (ENBP), a factor-graph framework whose messages are equivariant...