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Pith Number

pith:PA347VRY

pith:2024:PA347VRYHRVZSRTAMDYO6NORYY
not attested not anchored not stored refs pending

Adapting Large Multimodal Models to Distribution Shifts: The Role of In-Context Learning

Biwei Huang, Guanglin Zhou, Liming Zhu, Lina Yao, Salman Khan, Shiming Chen, Xin Gao, Zhongyi Han

arxiv:2405.12217 v2 · 2024-05-20 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{PA347VRYHRVZSRTAMDYO6NORYY}

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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.
Receipt and verification
First computed 2026-07-05T09:20:23.438231Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7837cfd6383c6b99466060f0ef35d1c62678e22f6299c1b91f6b94e8310334a5

Aliases

arxiv: 2405.12217 · arxiv_version: 2405.12217v2 · doi: 10.48550/arxiv.2405.12217 · pith_short_12: PA347VRYHRVZ · pith_short_16: PA347VRYHRVZSRTA · pith_short_8: PA347VRY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PA347VRYHRVZSRTAMDYO6NORYY \
  | 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: 7837cfd6383c6b99466060f0ef35d1c62678e22f6299c1b91f6b94e8310334a5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "64ec268d107f2906ff047605abede65144f99fc82962ded0990094ef7fc59cae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-20T17:59:21Z",
    "title_canon_sha256": "9b408c333cce498df7915212b901d22c36c9ac04121678fd44e9e68b3d32af0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12217",
    "kind": "arxiv",
    "version": 2
  }
}