Pith Number

pith:AYADMMUW

pith:2019:AYADMMUWGCJLD67WEJFTTVSCX7

not attested not anchored not stored refs pending

Transfer NAS: Knowledge Transfer between Search Spaces with Transformer Agents

Andrea Gesmundo, Andrey Khorlin, Zal\'an Borsos

arxiv:1906.08102 v1 · 2019-06-19 · 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{AYADMMUWGCJLD67WEJFTTVSCX7}

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	2026-05-17T23:42:54.598258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06003632963092b1fbf6224b39d642bfcd8dbc74abb24631023eeab32bb803e3

Aliases

arxiv: 1906.08102 · arxiv_version: 1906.08102v1 · doi: 10.48550/arxiv.1906.08102 · pith_short_12: AYADMMUWGCJL · pith_short_16: AYADMMUWGCJLD67W · pith_short_8: AYADMMUW

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/AYADMMUWGCJLD67WEJFTTVSCX7 \
  | 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: 06003632963092b1fbf6224b39d642bfcd8dbc74abb24631023eeab32bb803e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b1aed6d571205e9acbe2e49bbb0590cb40d2d154ed5b31d83323bff4f039340",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-19T13:57:33Z",
    "title_canon_sha256": "0b82171d86f4966e5f89d2079d85c3d67ffce606a96415790ed9270c3666b0c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08102",
    "kind": "arxiv",
    "version": 1
  }
}