Pith Number

pith:FPFRXLS7

pith:2025:FPFRXLS7LJQYPWA6CKJ6FK6FNT

not attested not anchored not stored refs pending

Understanding Multimodal LLMs Under Distribution Shifts: An Information-Theoretic Approach

Changdae Oh, Shawn Im, Xuefeng Du, Yixuan Li, Zhen Fang

arxiv:2502.00577 v2 · 2025-02-01 · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FPFRXLS7LJQYPWA6CKJ6FK6FNT}

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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

2 papers in Pith

COMPASS: COntinual Multilingual PEFT with Adaptive Semantic Sampling

CoDA: Towards Effective Cross-domain Knowledge Transfer via CoT-guided Domain Adaptation

Receipt and verification

First computed	2026-07-05T11:09:07.427079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bcb1bae5f5a6187d81e1293e2abc56cc4d34bc7df168af78d83a07a1206e8b7

Aliases

arxiv: 2502.00577 · arxiv_version: 2502.00577v2 · doi: 10.48550/arxiv.2502.00577 · pith_short_12: FPFRXLS7LJQY · pith_short_16: FPFRXLS7LJQYPWA6 · pith_short_8: FPFRXLS7

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/FPFRXLS7LJQYPWA6CKJ6FK6FNT \
  | 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: 2bcb1bae5f5a6187d81e1293e2abc56cc4d34bc7df168af78d83a07a1206e8b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4729edf26b88c51bd27d9ed23b82805a4a2d310cc9fb1d723fa1cd88a3235bb",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-01T22:06:56Z",
    "title_canon_sha256": "f6ddf924ad9bca4bd4aeed138f69a81e0fc259f828a22e79a5c79850280dcf99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00577",
    "kind": "arxiv",
    "version": 2
  }
}