Pith Number

pith:YGVCJACO

pith:2024:YGVCJACOWDX5SEKVAKYZ43SVTC

not attested not anchored not stored refs pending

Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models

Ce Zhang, Katia Sycara, Simon Stepputtis, Yaqi Xie

arxiv:2410.12790 v1 · 2024-10-16 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{YGVCJACOWDX5SEKVAKYZ43SVTC}

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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

ComMem: Complementary Memory Systems for Test-Time Adaptation of Vision-Language Models

Receipt and verification

First computed	2026-07-05T09:21:34.020996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1aa24804eb0efd9115502b19e6e559889fca928c0177f5477634ad501946201

Aliases

arxiv: 2410.12790 · arxiv_version: 2410.12790v1 · doi: 10.48550/arxiv.2410.12790 · pith_short_12: YGVCJACOWDX5 · pith_short_16: YGVCJACOWDX5SEKV · pith_short_8: YGVCJACO

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/YGVCJACOWDX5SEKVAKYZ43SVTC \
  | 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: c1aa24804eb0efd9115502b19e6e559889fca928c0177f5477634ad501946201

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fee3e9b944189907c41f1a512fa384e70f1dbce4a2c04255b404cd7e0cab094",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-16T17:59:49Z",
    "title_canon_sha256": "bbee513389f06b4888be6fd11edc7add0ccc67fab0f1cfffb50d4cc58641a6af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12790",
    "kind": "arxiv",
    "version": 1
  }
}