Pith Number

pith:S4DB5WYE

pith:2025:S4DB5WYERRI3GHSKCPFE456RPL

not attested not anchored not stored refs pending

Heterogeneous Multi-Player Multi-Armed Bandits Robust To Adversarial Attacks

Akshayaa Magesh, Venugopal V. Veeravalli

arxiv:2501.17882 v1 · 2025-01-21 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4DB5WYERRI3GHSKCPFE456RPL}

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	2026-07-05T10:07:03.386387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97061edb048c51b31e4a13ca4e77d17af373b280c3a1586dce62a65bd316dc68

Aliases

arxiv: 2501.17882 · arxiv_version: 2501.17882v1 · doi: 10.48550/arxiv.2501.17882 · pith_short_12: S4DB5WYERRI3 · pith_short_16: S4DB5WYERRI3GHSK · pith_short_8: S4DB5WYE

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/S4DB5WYERRI3GHSKCPFE456RPL \
  | 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: 97061edb048c51b31e4a13ca4e77d17af373b280c3a1586dce62a65bd316dc68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37ee3a24190ccbf7ae69cddec8c380886347bbd1189a39f036e8ebbf1ecaf2db",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-01-21T08:51:23Z",
    "title_canon_sha256": "3c330eaf0dc47c7279343f3e12953c64d7c281ad4ec4b99a8060859768998bc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17882",
    "kind": "arxiv",
    "version": 1
  }
}