Pith Number

pith:BLMW6FFR

pith:2025:BLMW6FFRGNDMLVRJMXPTWCZKLA

not attested not anchored not stored refs pending

Offline-to-online hyperparameter transfer for stochastic bandits

Arun Sai Suggala, Dravyansh Sharma

arxiv:2501.02926 v1 · 2025-01-06 · 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{BLMW6FFRGNDMLVRJMXPTWCZKLA}

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

KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T09:57:27.132433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ad96f14b13346c5d62965df3b0b2a5825f2daf327f9172f670a9e4b447764de

Aliases

arxiv: 2501.02926 · arxiv_version: 2501.02926v1 · doi: 10.48550/arxiv.2501.02926 · pith_short_12: BLMW6FFRGNDM · pith_short_16: BLMW6FFRGNDMLVRJ · pith_short_8: BLMW6FFR

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/BLMW6FFRGNDMLVRJMXPTWCZKLA \
  | 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: 0ad96f14b13346c5d62965df3b0b2a5825f2daf327f9172f670a9e4b447764de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1824240dc6d207c487a2aadb9fcfb308bea851de29697cdfee15b198a795773",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T11:05:48Z",
    "title_canon_sha256": "39808f48b6fa75cf398d5923dd581728f2be7ab157b0e1ea95534eca0086e78b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02926",
    "kind": "arxiv",
    "version": 1
  }
}