Pith Number

pith:OGFIJ5I2

pith:2011:OGFIJ5I26FKNHBSXWEJGRFN27D

not attested not anchored not stored refs pending

Online Learning for Combinatorial Network Optimization with Restless Markovian Rewards

Bhaskar Krishnamachari, Mingyan Liu, Yi Gai

arxiv:1109.1606 v1 · 2011-09-08 · cs.LG · cs.NI · math.OC · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OGFIJ5I26FKNHBSXWEJGRFN27D}

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	2026-05-18T04:13:54.808294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

718a84f51af154d38657b1126895baf8ec303ca42ee21647274a7726b3c235a8

Aliases

arxiv: 1109.1606 · arxiv_version: 1109.1606v1 · doi: 10.48550/arxiv.1109.1606 · pith_short_12: OGFIJ5I26FKN · pith_short_16: OGFIJ5I26FKNHBSX · pith_short_8: OGFIJ5I2

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/OGFIJ5I26FKNHBSXWEJGRFN27D \
  | 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: 718a84f51af154d38657b1126895baf8ec303ca42ee21647274a7726b3c235a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c06a9760cacb6d301eefb7cfebd748df84c505a623bb45c32543c9139494f51",
    "cross_cats_sorted": [
      "cs.NI",
      "math.OC",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2011-09-08T00:43:42Z",
    "title_canon_sha256": "0acdefb6595b3194bf1a884fec4721f3c302e915e9748d0a81a9fb64a882ebb8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1109.1606",
    "kind": "arxiv",
    "version": 1
  }
}