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    Home»Development»Machine Learning»Voice Quality Dimensions as Interpretable Primitives for Speaking Style for Atypical Speech and Affect

    Voice Quality Dimensions as Interpretable Primitives for Speaking Style for Atypical Speech and Affect

    June 5, 2025

    Perceptual voice quality dimensions describe key characteristics of atypical speech and other speech modulations. Here we develop and evaluate voice quality models for seven voice and speech dimensions (intelligibility, imprecise consonants, harsh voice, naturalness, monoloudness, monopitch, and breathiness). Probes were trained on the public Speech Accessibility (SAP) project dataset with 11,184 samples from 434 speakers, using embeddings from frozen pre-trained models as features. We found that our probes had both strong performance and strong generalization across speech elicitation…

    Source: Read More 

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    CVE-2024-58100 – Linux Kernel bpf Changes_pkt_data Property Vulnerability

    May 5, 2025

    CVE ID : CVE-2024-58100

    Published : May 5, 2025, 3:15 p.m. | 18 minutes ago

    Description : In the Linux kernel, the following vulnerability has been resolved:

    bpf: check changes_pkt_data property for extension programs

    When processing calls to global sub-programs, verifier decides whether
    to invalidate all packet pointers in current state depending on the
    changes_pkt_data property of the global sub-program.

    Because of this, an extension program replacing a global sub-program
    must be compatible with changes_pkt_data property of the sub-program
    being replaced.

    This commit:
    – adds changes_pkt_data flag to struct bpf_prog_aux:
    – this flag is set in check_cfg() for main sub-program;
    – in jit_subprogs() for other sub-programs;
    – modifies bpf_check_attach_btf_id() to check changes_pkt_data flag;
    – moves call to check_attach_btf_id() after the call to check_cfg(),
    because it needs changes_pkt_data flag to be set:

    bpf_check:
    … …
    – check_attach_btf_id resolve_pseudo_ldimm64
    resolve_pseudo_ldimm64 –> bpf_prog_is_offloaded
    bpf_prog_is_offloaded check_cfg
    check_cfg + check_attach_btf_id
    … …

    The following fields are set by check_attach_btf_id():
    – env->ops
    – prog->aux->attach_btf_trace
    – prog->aux->attach_func_name
    – prog->aux->attach_func_proto
    – prog->aux->dst_trampoline
    – prog->aux->mod
    – prog->aux->saved_dst_attach_type
    – prog->aux->saved_dst_prog_type
    – prog->expected_attach_type

    Neither of these fields are used by resolve_pseudo_ldimm64() or
    bpf_prog_offload_verifier_prep() (for netronome and netdevsim
    drivers), so the reordering is safe.

    Severity: 0.0 | NA

    Visit the link for more details, such as CVSS details, affected products, timeline, and more…

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