Pith Number

pith:RGM6QJFN

pith:2022:RGM6QJFNQCKUV42KGZJW34RL2J

not attested not anchored not stored refs pending

Multi-armed bandits for resource efficient, online optimization of language model pre-training: the use case of dynamic masking

I\~nigo Urteaga, Moulay-Za\"idane Dra\"idia, Shahram Khadivi, Tomer Lancewicki

arxiv:2203.13151 v2 · 2022-03-24 · cs.CL · 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{RGM6QJFNQCKUV42KGZJW34RL2J}

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	2026-07-05T06:15:12.602025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8999e824ad80954af34a36536df22bd25ea85b9c8c9009d045103d5293570c54

Aliases

arxiv: 2203.13151 · arxiv_version: 2203.13151v2 · doi: 10.48550/arxiv.2203.13151 · pith_short_12: RGM6QJFNQCKU · pith_short_16: RGM6QJFNQCKUV42K · pith_short_8: RGM6QJFN

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/RGM6QJFNQCKUV42KGZJW34RL2J \
  | 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: 8999e824ad80954af34a36536df22bd25ea85b9c8c9009d045103d5293570c54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d782ba7190fd9e36b6040eba156302dc9570d5f612d38479a1b3ce8ffbb756d",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-24T16:12:21Z",
    "title_canon_sha256": "8b4053d216862e25ff6e87669b60dbff4b27839cca76be43d4298ffada7de29d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.13151",
    "kind": "arxiv",
    "version": 2
  }
}