Pith Number

pith:GEQ2E5EQ

pith:2021:GEQ2E5EQV3SRJRMHJXCDQ4ILWW

not attested not anchored not stored refs pending

Bid Optimization using Maximum Entropy Reinforcement Learning

Jinyu Liu, Mengjuan Liu, Xuyun Nie, Yuchen Ge, Zhengning Hu

arxiv:2110.05032 v1 · 2021-10-11 · cs.LG · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GEQ2E5EQV3SRJRMHJXCDQ4ILWW}

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	2026-07-05T03:21:23.958165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3121a27490aee514c5874dc438710bb5ba33d7405e09891655c8e1c06f0c1110

Aliases

arxiv: 2110.05032 · arxiv_version: 2110.05032v1 · doi: 10.48550/arxiv.2110.05032 · pith_short_12: GEQ2E5EQV3SR · pith_short_16: GEQ2E5EQV3SRJRMH · pith_short_8: GEQ2E5EQ

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/GEQ2E5EQV3SRJRMHJXCDQ4ILWW \
  | 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: 3121a27490aee514c5874dc438710bb5ba33d7405e09891655c8e1c06f0c1110

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "774bb4319b5412a451dd25ca706b9b3cadc498f0bd2d13a41e5e68728715b0c0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-11T06:53:53Z",
    "title_canon_sha256": "2900b2f7b39940ab345fda1cfe92e8a273628f9b0ac2b2848cf880234bba3eeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05032",
    "kind": "arxiv",
    "version": 1
  }
}