Pith Number

pith:NOVTFCGH

pith:2025:NOVTFCGHT2LHNQW6F5HERKP47V

not attested not anchored not stored refs pending

Can Test-Time Scaling Improve World Foundation Model?

Bangya Liu, David Z. Pan, Dejia Xu, Hanqing Zhu, Kevin Wang, Peihao Wang, Wenyan Cong, Yan Wang, Zhangyang Wang, Zhiwen Fan

arxiv:2503.24320 v2 · 2025-03-31 · cs.CV

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\usepackage{pith}
\pithnumber{NOVTFCGHT2LHNQW6F5HERKP47V}

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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.

Cited by

4 papers in Pith

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning

A Physics-Grounded Benchmark for Multi-Agent Dynamics in World Models

How Far Are We from Generating Missing Modalities with Foundation Models?

Harnessing Photonics for Machine Intelligence

Receipt and verification

First computed	2026-07-05T11:50:34.326015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bab3288c79e9676c2de2f4e48a9fcfd5d8aef2ea0ad0e11ff7456af4363d888

Aliases

arxiv: 2503.24320 · arxiv_version: 2503.24320v2 · doi: 10.48550/arxiv.2503.24320 · pith_short_12: NOVTFCGHT2LH · pith_short_16: NOVTFCGHT2LHNQW6 · pith_short_8: NOVTFCGH

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/NOVTFCGHT2LHNQW6F5HERKP47V \
  | 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: 6bab3288c79e9676c2de2f4e48a9fcfd5d8aef2ea0ad0e11ff7456af4363d888

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a167737060c1c0d1f818166d37593dde294aa995c88abf987017ef70a62af14",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-31T17:07:37Z",
    "title_canon_sha256": "65d5bb577087e2800ed94bad5d80ee1b2f142211732d7e79a87b042bdd825600"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.24320",
    "kind": "arxiv",
    "version": 2
  }
}