Pith Number

pith:5JJRQ3DX

pith:2025:5JJRQ3DXMA2GEM5N4ZWRXEFUPD

not attested not anchored not stored refs pending

Learning Peer Influence Probabilities with Linear Contextual Bandits

Ahmed Sayeed Faruk, Elena Zheleva, Mohammad Shahverdikondori

arxiv:2510.19119 v2 · 2025-10-21 · cs.LG · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5JJRQ3DXMA2GEM5N4ZWRXEFUPD}

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	2026-06-29T00:14:00.636180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea53186c7760346233ade66d1b90b478eac5b37dacb61591c12f50005f2b347b

Aliases

arxiv: 2510.19119 · arxiv_version: 2510.19119v2 · doi: 10.48550/arxiv.2510.19119 · pith_short_12: 5JJRQ3DXMA2G · pith_short_16: 5JJRQ3DXMA2GEM5N · pith_short_8: 5JJRQ3DX

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/5JJRQ3DXMA2GEM5N4ZWRXEFUPD \
  | 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: ea53186c7760346233ade66d1b90b478eac5b37dacb61591c12f50005f2b347b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fdf8cc29301d7b8a9db3af9f979b8cd332ff45ead7894ce3bffff1787d9acee",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-21T22:38:52Z",
    "title_canon_sha256": "c8dbb18d3af986e214cf24925559789c034fadb9e96878b39b981d3e98bef770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.19119",
    "kind": "arxiv",
    "version": 2
  }
}