Pith Number

pith:2QBI5VJS

pith:2018:2QBI5VJSGV4JYEZFXK5WJKHFAL

not attested not anchored not stored refs pending

Reinforcement Learning for Dynamic Bidding in Truckload Markets: an Application to Large-Scale Fleet Management with Advance Commitments

Juliana Martins Do Nascimento, Warren Powell, Yingfei Wang

arxiv:1802.08976 v2 · 2018-02-25 · 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{2QBI5VJSGV4JYEZFXK5WJKHFAL}

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	2026-05-17T23:44:22.737610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4028ed53235789c1325babb64a8e502c509e6cdf0607f60ac19faddbff0e2fb

Aliases

arxiv: 1802.08976 · arxiv_version: 1802.08976v2 · doi: 10.48550/arxiv.1802.08976 · pith_short_12: 2QBI5VJSGV4J · pith_short_16: 2QBI5VJSGV4JYEZF · pith_short_8: 2QBI5VJS

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/2QBI5VJSGV4JYEZFXK5WJKHFAL \
  | 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: d4028ed53235789c1325babb64a8e502c509e6cdf0607f60ac19faddbff0e2fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6595c0a64a21075f8155cb67cacef1cfbc2a36a4af8847b7f79d9e37a05748e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-25T09:48:59Z",
    "title_canon_sha256": "932d0e91e970fb959e8df0cd93b65ac9bfd8df9964f50dde6d22c6d902a33953"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.08976",
    "kind": "arxiv",
    "version": 2
  }
}