Pith Number

pith:AQMGXBGS

pith:2022:AQMGXBGSO3HLL3UFM43H4XJM54

not attested not anchored not stored refs pending

A Field of Experts Prior for Adapting Neural Networks at Test Time

Ender Konukoglu, Ertunc Erdil, Georg Brunner, Kerem Tezcan, Krishna Chaitanya, Neerav Karani, Simin Fei

arxiv:2202.05271 v1 · 2022-02-10 · cs.CV · eess.IV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AQMGXBGSO3HLL3UFM43H4XJM54}

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	2026-07-05T03:56:06.691854Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04186b84d276ceb5ee8567367e5d2cef3a315908be55d81bd8ccb3b9dce595bd

Aliases

arxiv: 2202.05271 · arxiv_version: 2202.05271v1 · doi: 10.48550/arxiv.2202.05271 · pith_short_12: AQMGXBGSO3HL · pith_short_16: AQMGXBGSO3HLL3UF · pith_short_8: AQMGXBGS

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/AQMGXBGSO3HLL3UFM43H4XJM54 \
  | 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: 04186b84d276ceb5ee8567367e5d2cef3a315908be55d81bd8ccb3b9dce595bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6d0eae9d4aa6f34fc7298c215918f5e1e08ecd9e98c3ab1d403713ea7ca249a",
    "cross_cats_sorted": [
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-02-10T11:44:45Z",
    "title_canon_sha256": "68377c69b12963003f9d0e0deb3f0109657b50b85c94bc380f62319c9d843bc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05271",
    "kind": "arxiv",
    "version": 1
  }
}