Pith Number

pith:W5CFK3SB

pith:2022:W5CFK3SB46JQIJYTEJC3ATGGDF

not attested not anchored not stored refs pending

Efficient Test-Time Model Adaptation without Forgetting

Jiaxiang Wu, Mingkui Tan, Peilin Zhao, Shijian Zheng, Shuaicheng Niu, Yaofo Chen, Yifan Zhang

arxiv:2204.02610 v2 · 2022-04-06 · cs.LG

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\usepackage{pith}
\pithnumber{W5CFK3SB46JQIJYTEJC3ATGGDF}

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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

Majorization-Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift

Receipt and verification

First computed	2026-07-05T04:27:30.939227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b744556e41e7930427132245b04cc619534ff921fdc958eadca5fb1293405f51

Aliases

arxiv: 2204.02610 · arxiv_version: 2204.02610v2 · doi: 10.48550/arxiv.2204.02610 · pith_short_12: W5CFK3SB46JQ · pith_short_16: W5CFK3SB46JQIJYT · pith_short_8: W5CFK3SB

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/W5CFK3SB46JQIJYTEJC3ATGGDF \
  | 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: b744556e41e7930427132245b04cc619534ff921fdc958eadca5fb1293405f51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "610d5c679ab0eaa4d11d8f66e99e04c2a87b598687af2e6c137cff0960cbb44c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-06T06:39:40Z",
    "title_canon_sha256": "7112d037d4bc7e78e6b82b8e148b3f317bfce9eed31ba22fa3132ed2fabccea8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.02610",
    "kind": "arxiv",
    "version": 2
  }
}