Pith Number

pith:E5OGOGUA

pith:2022:E5OGOGUATQDCLEGY7RLFMGIU2A

not attested not anchored not stored refs pending

Test-time Adaptation vs. Training-time Generalization: A Case Study in Human Instance Segmentation using Keypoints Estimation

Debasmit Das, Fatih Porikli, Hyojin Park, Kambiz Azarian

arxiv:2212.06242 v1 · 2022-12-12 · cs.CV · 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{E5OGOGUATQDCLEGY7RLFMGIU2A}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T05:24:48.046603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

275c671a809c062590d8fc56561914d013f7a1260eee3b1859a4a2aeeaeb37d2

Aliases

arxiv: 2212.06242 · arxiv_version: 2212.06242v1 · doi: 10.48550/arxiv.2212.06242 · pith_short_12: E5OGOGUATQDC · pith_short_16: E5OGOGUATQDCLEGY · pith_short_8: E5OGOGUA

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/E5OGOGUATQDCLEGY7RLFMGIU2A \
  | 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: 275c671a809c062590d8fc56561914d013f7a1260eee3b1859a4a2aeeaeb37d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f6d4bd4cc4ce37412551e856f20bb7225c5e9de0cd568337932f186496c0b8e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-12T20:56:25Z",
    "title_canon_sha256": "90549a7e7dd1eae0b59b19940d6bc8c087fbac1bbf10bf24d91558a679653848"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06242",
    "kind": "arxiv",
    "version": 1
  }
}