Pith Number

pith:2ILJJUNV

pith:2026:2ILJJUNV4IUR6HRF4NMX6MDUBZ

not attested not anchored not stored refs pending

Stochastic Linear Bandits with Parameter Noise

Alon Peled-Cohen, Daniel Ezer, Yishay Mansour

arxiv:2601.23164 v2 · 2026-01-30 · 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{2ILJJUNV4IUR6HRF4NMX6MDUBZ}

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	2026-05-26T01:03:23.953135Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d21694d1b5e2291f1e25e3597f30740e654affc242983f27c2e76dcdc1e3eb8c

Aliases

arxiv: 2601.23164 · arxiv_version: 2601.23164v2 · doi: 10.48550/arxiv.2601.23164 · pith_short_12: 2ILJJUNV4IUR · pith_short_16: 2ILJJUNV4IUR6HRF · pith_short_8: 2ILJJUNV

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/2ILJJUNV4IUR6HRF4NMX6MDUBZ \
  | 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: d21694d1b5e2291f1e25e3597f30740e654affc242983f27c2e76dcdc1e3eb8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e622fa2929d5d8408f3c05d13af072c9120cf7443b4ecdcd4b70108993a757c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-30T16:47:42Z",
    "title_canon_sha256": "f8df3d84701ddb182a8524cc4b3d04a0c1f77e3f60e129fd86bc91e22c502e09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.23164",
    "kind": "arxiv",
    "version": 2
  }
}