Pith Number

pith:C5XP2UIX

pith:2025:C5XP2UIXIFH7USHGZWAW6Y3CDS

not attested not anchored not stored refs pending

Bidirectional Prototype-Reward co-Evolution for Test-Time Adaptation of Vision-Language Models

Bowen Ye, Chaocan Xue, Jiakang Yuan, Peng Huang, Xianda Guo, Xiaozhen Qiao, Xuelong Li, Ye Zheng, Zhe Sun

arxiv:2503.09394 v2 · 2025-03-12 · 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{C5XP2UIXIFH7USHGZWAW6Y3CDS}

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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

1 paper in Pith

CogVLA: Cognition-Aligned Vision-Language-Action Model via Instruction-Driven Routing & Sparsification

Receipt and verification

First computed	2026-07-05T11:35:54.250528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

176efd5117414ffa48e6cd816f63621c818b0cff322a53c0b5af9879c96fcb63

Aliases

arxiv: 2503.09394 · arxiv_version: 2503.09394v2 · doi: 10.48550/arxiv.2503.09394 · pith_short_12: C5XP2UIXIFH7 · pith_short_16: C5XP2UIXIFH7USHG · pith_short_8: C5XP2UIX

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/C5XP2UIXIFH7USHGZWAW6Y3CDS \
  | 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: 176efd5117414ffa48e6cd816f63621c818b0cff322a53c0b5af9879c96fcb63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c0e4c74590b56e0d9e63783f9d9d963b310249848eeab72a43accc9a725a7d8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-12T13:40:33Z",
    "title_canon_sha256": "1a9f28ecba50f9d585a993f6bb7b779c6a7afc773233901bacfb7615aa5ea1bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09394",
    "kind": "arxiv",
    "version": 2
  }
}