Pith Number

pith:A3RTZP7C

pith:2025:A3RTZP7CVK4BTAE4CFOYTFGULY

not attested not anchored not stored refs pending

From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning

Guangyao Chen, Haoxiang Wu, Jun Peng, Rongrong Ji, Wenjie Nie, Xiawu Zheng, Yonghong Tian, Yuhui Zeng, Yunhang Shen

arxiv:2502.05843 v4 · 2025-02-09 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A3RTZP7CVK4BTAE4CFOYTFGULY}

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	2026-07-05T11:38:04.326151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e33cbfe2aab819809c115d8994d45e09c0172001def9c24666f3e487d4b69d

Aliases

arxiv: 2502.05843 · arxiv_version: 2502.05843v4 · doi: 10.48550/arxiv.2502.05843 · pith_short_12: A3RTZP7CVK4B · pith_short_16: A3RTZP7CVK4BTAE4 · pith_short_8: A3RTZP7C

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/A3RTZP7CVK4BTAE4CFOYTFGULY \
  | 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: 06e33cbfe2aab819809c115d8994d45e09c0172001def9c24666f3e487d4b69d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39937d4838cc246e7a115b35525f2054f57093dd3b99ee292dbcedfd68800760",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-09T10:30:54Z",
    "title_canon_sha256": "43aa035aa696d297d8a74718d70ea16072af2a170e91c8ed886f498f80f82e4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05843",
    "kind": "arxiv",
    "version": 4
  }
}