Pith. sign in
Pith Number

pith:VMNR3JIM

pith:2024:VMNR3JIMG7ICQ5ULNXPCIKCSK7
not attested not anchored not stored refs pending

Stable Consistency Tuning: Understanding and Improving Consistency Models

Fu-Yun Wang, Hongsheng Li, Zhengyang Geng

arxiv:2410.18958 v3 · 2024-10-24 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VMNR3JIMG7ICQ5ULNXPCIKCSK7}

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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.
Receipt and verification
First computed 2026-07-05T09:44:16.154635Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ab1b1da50c37d028768b6dde24285257f2446e435247a8a8372a18d3b55ab71a

Aliases

arxiv: 2410.18958 · arxiv_version: 2410.18958v3 · doi: 10.48550/arxiv.2410.18958 · pith_short_12: VMNR3JIMG7IC · pith_short_16: VMNR3JIMG7ICQ5UL · pith_short_8: VMNR3JIM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VMNR3JIMG7ICQ5ULNXPCIKCSK7 \
  | 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: ab1b1da50c37d028768b6dde24285257f2446e435247a8a8372a18d3b55ab71a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bde3396909cdeda7de0698806320bccaa59dbec20991894b41c31ed293ceb3d2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-24T17:55:52Z",
    "title_canon_sha256": "96973279afbf9f2d3165525d4823748ac0d3e12a0a87bb2d36d09e92fdd659c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18958",
    "kind": "arxiv",
    "version": 3
  }
}