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Related Articles from SNS
DSA: Dynamic Step Allocation for Fast Autoregressive Video Generation
arXiv:2606.04432v1 Announce Type: new Abstract: Video diffusion transformers have achieved state-of-the-art visual quality, but their high inference cost remains a major bottleneck for real-time applications. Recent distillation frameworks produce autoregressive video diffusion models with reduced latency, yet these models still use a fixed number of denoising steps per frame, wasting computation on predictable frames and under-refining challenging ones. We present DSA, a confidence-guided...
Towards Post-Quantum Secure Pharmacovigilance with ML-KEM and ML-DSA
arXiv:2606.09412v1 Announce Type: new Abstract: Pharmacovigilance systems handle sensitive healthcare and drug-safety data, including adverse event reports and clinical observations. As quantum computing advances, classical public-key cryptographic systems such as RSA and elliptic-curve cryptography may become vulnerable, creating long-term risks for healthcare data that must remain confidential for many years. This paper presents an educational prototype of a post-quantum secure...
DSA-Tokenizer: Disentangled Semantic-Acoustic Tokenization via Flow Matching-based Hierarchical Fusion
arXiv:2601.09239v5 Announce Type: replace Abstract: Speech tokenizers are a key building block of fully discrete Speech LLMs. Existing tokenizers either prioritize semantic encoding, fuse semantic content with acoustic style inseparably,or achieve incomplete semantic-acoustic disentanglement.
Post-Quantum Cryptography and Quantum-Safe Security: A Comprehensive Survey
arXiv:2510.10436v2 Announce Type: replace Abstract: Post-quantum cryptography (PQC) is moving from evaluation to deployment as NIST finalizes standards for ML-KEM, ML-DSA, and SLH-DSA. This survey maps the space from foundations to practice. We first develop a taxonomy across lattice-, code-, hash-, multivariate-, isogeny-, and MPC-in-the-Head families, summarizing security assumptions, cryptanalysis, and standardization status.
wolfSSL releases a new product; wolfCOSE a zero alloc C embbedded COSE stack
wolfCOSE is a lightweight C library implementing CBOR (RFC 8949) and COSE (RFC 9052/9053) using wolfSSL as the crypto backend. - Complete RFC 9052 message set: all six COSE message types, including multi-signer COSE_Sign and multi-recipientCOSE_Encrypt /COSE_Mac - Post-quantum signing: ML-DSA (Dilithium) at all three security levels - 40 algorithms across signing, encryption, MAC, and key distribution - Zero dynamic allocation: all operations use caller-provided buffers - Tiny footprint: 7.5...
The Great Data Standoff: Researchers vs. Platforms Under the Digital Services Act
arXiv:2505.01122v3 Announce Type: replace Abstract: To facilitate accountability and transparency, the Digital Services Act (DSA) sets up a process through which Very Large Online Platforms (VLOPs) need to grant vetted researchers access to their internal data (Article 40(4)). Operationalising such access is challenging for at least two reasons. First, data access is only available for research on systemic risks affecting European citizens, a concept with high levels of legal uncertainty.
Thousands sign petition against cuts to tech support for disabled students in England
DfE plans to withdraw funding for assistive software, saying it is now rarely needed due to ‘widely available free tools’Disability campaigners have called on the government to halt plans to cut funding for specialist tech support for tens of thousands of disabled students in England. Almost 10,000 people have signed a petition opposing Department for Education (DfE) proposals to withdraw funding for specialist assistive software available as part of the Disabled Students’ Allowance (DSA).
Thousands sign petition against cuts to tech support for disabled students in England
DfE plans to withdraw funding for assistive software, saying it is now rarely needed due to ‘widely available free tools’Disability campaigners have called on the government to halt plans to cut funding for specialist tech support for tens of thousands of disabled students in England. Almost 10,000 people have signed a petition opposing Department for Education (DfE) proposals to withdraw funding for specialist assistive software available as part of the Disabled Students’ Allowance (DSA).
Thousands sign petition against cuts to tech support for disabled students in England
DfE plans to withdraw funding for assistive software, saying it is now rarely needed due to ‘widely available free tools’Disability campaigners have called on the government to halt plans to cut funding for specialist tech support for tens of thousands of disabled students in England. Almost 10,000 people have signed a petition opposing Department for Education (DfE) proposals to withdraw funding for specialist assistive software available as part of the Disabled Students’ Allowance (DSA).
The EU thinks Meta isn't doing enough to protect children
The EU thinks Meta isn't doing enough to protect children The European Commission is inching closer to fining Meta for violating the Digital Services Act based on the preliminary findings of an EU investigation, The Financial Times reports. According to the Commission, Instagram and Facebook may have breached the DSA by failing to adequately prevent minors from using their respective platforms. Meta's terms and conditions require users to be at least 13 years of age to access Facebook and...