Pith Number

pith:ZPOOQFFH

pith:2023:ZPOOQFFHLW2LAXYMGSWMWHFLUP

not attested not anchored not stored refs pending

Evaluation of Test-Time Adaptation Under Computational Time Constraints

Alejandro Pardo, Bernard Ghanem, Hani Itani, Juan C. P\'erez, Matthias M\"uller, Merey Ramazanova, Motasem Alfarra, Shyma Alhuwaider, Zhipeng Cai

arxiv:2304.04795 v2 · 2023-04-10 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPOOQFFHLW2LAXYMGSWMWHFLUP}

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	2026-07-05T08:21:38.319743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbdce814a75db4b05f0c34accb1caba3f12d2e5ef83193bef530af74aac737bd

Aliases

arxiv: 2304.04795 · arxiv_version: 2304.04795v2 · doi: 10.48550/arxiv.2304.04795 · pith_short_12: ZPOOQFFHLW2L · pith_short_16: ZPOOQFFHLW2LAXYM · pith_short_8: ZPOOQFFH

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/ZPOOQFFHLW2LAXYMGSWMWHFLUP \
  | 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: cbdce814a75db4b05f0c34accb1caba3f12d2e5ef83193bef530af74aac737bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e2a6b360fe016daf40517ab52586beae23b1f55e1c3f47ddd65eeac464e8455",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-10T18:01:47Z",
    "title_canon_sha256": "8340eb1e49131f8affd86443e98037025b16bd21aaadec2f82cbde73a517cefc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04795",
    "kind": "arxiv",
    "version": 2
  }
}