Pith Number

pith:45KNY5RE

pith:2022:45KNY5REZKZ73RLNHXQLJ2IDSG

not attested not anchored not stored refs pending

Meta-Learning Adversarial Bandits

Keegan Harris, Maria-Florina Balcan, Mikhail Khodak, Zhiwei Steven Wu

arxiv:2205.14128 v1 · 2022-05-27 · cs.LG · cs.AI · 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{45KNY5REZKZ73RLNHXQLJ2IDSG}

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

Decentralized Relaxed Smooth Optimization with Gradient Descent Methods

Receipt and verification

First computed	2026-07-05T04:27:01.789468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e754dc7624cab3fdc56d3de0b4e9039191033bbaf178ca3850a5841fefc83186

Aliases

arxiv: 2205.14128 · arxiv_version: 2205.14128v1 · doi: 10.48550/arxiv.2205.14128 · pith_short_12: 45KNY5REZKZ7 · pith_short_16: 45KNY5REZKZ73RLN · pith_short_8: 45KNY5RE

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/45KNY5REZKZ73RLNHXQLJ2IDSG \
  | 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: e754dc7624cab3fdc56d3de0b4e9039191033bbaf178ca3850a5841fefc83186

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af9860af7c981313d1e91594c63aa7b33438de0c1c6484b34606fdd72fa5e66d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T17:40:32Z",
    "title_canon_sha256": "5addbc097cdafe378373b6e54f237541689d3259f11408164da5bd2fa2e59672"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14128",
    "kind": "arxiv",
    "version": 1
  }
}