Pith Number

pith:XZ6YH37J

pith:2024:XZ6YH37JZBEVVXT7HA5E3WATQR

not attested not anchored not stored refs pending

In-Context Ensemble Learning from Pseudo Labels Improves Video-Language Models for Low-Level Workflow Understanding

Abdul Ahad, Ammar Anwar, Evangelos Chatzaroulas, Hamzah Azeem, Janusz Marecki, Luc McCutcheon, Moucheng Xu

arxiv:2409.15867 v5 · 2024-09-24 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZ6YH37JZBEVVXT7HA5E3WATQR}

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.

Receipt and verification

First computed	2026-07-05T09:23:12.267591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be7d83efe9c8495ade7f383a4dd81384603da4e2e939e12a3e49bd1f0685540f

Aliases

arxiv: 2409.15867 · arxiv_version: 2409.15867v5 · doi: 10.48550/arxiv.2409.15867 · pith_short_12: XZ6YH37JZBEV · pith_short_16: XZ6YH37JZBEVVXT7 · pith_short_8: XZ6YH37J

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/XZ6YH37JZBEVVXT7HA5E3WATQR \
  | 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: be7d83efe9c8495ade7f383a4dd81384603da4e2e939e12a3e49bd1f0685540f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6fe595a3bb7bad310e3ee94c488f1be571580f93200389422689c09a769fea2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-24T08:41:01Z",
    "title_canon_sha256": "01cdb2dcf4aa8301b04ee0966bb3f224ff70480fd745fadc3efa87c71d07abe3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15867",
    "kind": "arxiv",
    "version": 5
  }
}