Pith Number

pith:AIKRDOZ2

pith:2022:AIKRDOZ22OXK4OBN6PB4MRXBRY

not attested not anchored not stored refs pending

Assaying Out-Of-Distribution Generalization in Transfer Learning

Andrea Dittadi, Bernhard Sch\"olkopf, Bernt Schiele, Carl-Johann Simon-Gabriel, Chris Russell, David Kernert, Dominik Zietlow, Florian Wenzel, Francesco Locatello, Max Horn, Peter Vincent Gehler, Thomas Brox

arxiv:2207.09239 v2 · 2022-07-19 · cs.LG · 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{AIKRDOZ22OXK4OBN6PB4MRXBRY}

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.

Cited by

1 paper in Pith

Geometric Embedding Alignment via Curvature Matching in Transfer Learning

Receipt and verification

First computed	2026-07-05T05:09:05.921818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

021511bb3ad3aeae382df3c3c646e18e1bca3595e3beb0fad45cfc289a597250

Aliases

arxiv: 2207.09239 · arxiv_version: 2207.09239v2 · doi: 10.48550/arxiv.2207.09239 · pith_short_12: AIKRDOZ22OXK · pith_short_16: AIKRDOZ22OXK4OBN · pith_short_8: AIKRDOZ2

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/AIKRDOZ22OXK4OBN6PB4MRXBRY \
  | 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: 021511bb3ad3aeae382df3c3c646e18e1bca3595e3beb0fad45cfc289a597250

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "045bd4405e61c1975bf2a4d87a4712b2fc130f9082bdb6ddf368504964d75ed4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-19T12:52:33Z",
    "title_canon_sha256": "3016a8334a5c2d8fb1900cc25a2b46eba5de9437ca63e52838c7abcaf98460a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09239",
    "kind": "arxiv",
    "version": 2
  }
}