Pith. sign in
Pith Number

pith:AW6IMHRS

pith:2025:AW6IMHRSNXHREP6IMMQL2LTVXG
not attested not anchored not stored refs pending

The Demon is in Ambiguity: Revisiting Situation Recognition with Single Positive Multi-Label Learning

Kaizhu Huang, Qiufeng Wang, Shang Wang, Xiao-Bo Jin, Yiming Lin, Yuchen Niu

arxiv:2508.21816 v1 · 2025-08-29 · cs.CV · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AW6IMHRSNXHREP6IMMQL2LTVXG}

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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 2026-07-05T12:01:50.213180Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

05bc861e326dcf123fc86320bd2e75b98fee04e7aaac12f05d6fa947775611af

Aliases

arxiv: 2508.21816 · arxiv_version: 2508.21816v1 · doi: 10.48550/arxiv.2508.21816 · pith_short_12: AW6IMHRSNXHR · pith_short_16: AW6IMHRSNXHREP6I · pith_short_8: AW6IMHRS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AW6IMHRSNXHREP6IMMQL2LTVXG \
  | 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: 05bc861e326dcf123fc86320bd2e75b98fee04e7aaac12f05d6fa947775611af
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "80dc01e072e1991163676122365021743eef8d6ebf931fd571d05e8c0dc6b691",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-29T17:51:55Z",
    "title_canon_sha256": "c03f7054ce713656eff26a04be4aed25d2341b222a5fdbf5e8c4814427845f9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.21816",
    "kind": "arxiv",
    "version": 1
  }
}