Pith. sign in
Pith Number

pith:KTECATOB

pith:2026:KTECATOBDZRGCSLJFBYID2HW5U
not attested not anchored not stored refs pending

CALM-AH: An ABAW11-Calibrated Multimodal Ensemble with Reliability-Gated Multi-Expert Consensus for Video-Level Ambivalence and Hesitancy Recognition

Mingjian Liang, Pamela Carreno-Medrano, Richard Attfield, Wenzhuo Sun, Xuelian Cheng, Zongyuan Ge

arxiv:2607.29310 v1 · 2026-07-31 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KTECATOBDZRGCSLJFBYID2HW5U}

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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 2026-08-03T01:24:26.298932Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

54c8204dc11e62614969287081e8f6ed055a7a79def6044c49981bb24fa80af8

Aliases

arxiv: 2607.29310 · arxiv_version: 2607.29310v1 · doi: 10.48550/arxiv.2607.29310 · pith_short_12: KTECATOBDZRG · pith_short_16: KTECATOBDZRGCSLJ · pith_short_8: KTECATOB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KTECATOBDZRGCSLJFBYID2HW5U \
  | 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: 54c8204dc11e62614969287081e8f6ed055a7a79def6044c49981bb24fa80af8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "99c00a5a1075b120a60844669a8f08aa24812d83c2789dc631cbd1e39fdd9308",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-07-31T11:37:58Z",
    "title_canon_sha256": "0e2bd91ed778a8986614c3deebf61d656464abdf63d09abd10f29cb2bbae11ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.29310",
    "kind": "arxiv",
    "version": 1
  }
}