Pith Number

pith:MYNXKMM3

pith:2025:MYNXKMM3F3UHYS7FMUCKCBE5PH

not attested not anchored not stored refs pending

Neural Speech Extraction with Human Feedback

Ashton Graves, Malek Itani, Sefik Emre Eskimez, Shyamnath Gollakota

arxiv:2508.03041 v1 · 2025-08-05 · cs.SD · cs.LG · eess.AS

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MYNXKMM3F3UHYS7FMUCKCBE5PH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Unmixing The Crowd: Learning Persistent Speaker Representations from Mixture-Derived Multi-Speaker Embeddings

Receipt and verification

First computed	2026-07-05T11:48:35.241894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

661b75319b2ee87c4be56504a1049d79f6ac4f8f1598a400ef9adb3e7fdcc7e9

Aliases

arxiv: 2508.03041 · arxiv_version: 2508.03041v1 · doi: 10.48550/arxiv.2508.03041 · pith_short_12: MYNXKMM3F3UH · pith_short_16: MYNXKMM3F3UHYS7F · pith_short_8: MYNXKMM3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MYNXKMM3F3UHYS7FMUCKCBE5PH \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 661b75319b2ee87c4be56504a1049d79f6ac4f8f1598a400ef9adb3e7fdcc7e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "966e9644bb4a3f2ce901e58f5dbb248b93d3d3bbc99077b9dc1cf1ff9d7cdda1",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-08-05T03:35:36Z",
    "title_canon_sha256": "15d8e4caeff19f1a4a446071493fec31043f67351946b4dc431464d7558d6da1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.03041",
    "kind": "arxiv",
    "version": 1
  }
}