Pith Number

pith:SIMFGNH2

pith:2024:SIMFGNH2DZYOY4FPMPUZY5EFOZ

not attested not anchored not stored refs pending

Algorithmic Contract Design with Reinforcement Learning Agents

Chi-Guhn Lee, David Molina Concha, Hyun-Rok Lee, Kyeonghyeon Park, Taesik Lee

arxiv:2408.09686 v1 · 2024-08-19 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SIMFGNH2DZYOY4FPMPUZY5EFOZ}

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	2026-07-05T08:56:35.557266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92185334fa1e70ec70af63e99c74857668b4209a7dac05b0a02ae332b6e89b92

Aliases

arxiv: 2408.09686 · arxiv_version: 2408.09686v1 · doi: 10.48550/arxiv.2408.09686 · pith_short_12: SIMFGNH2DZYO · pith_short_16: SIMFGNH2DZYOY4FP · pith_short_8: SIMFGNH2

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/SIMFGNH2DZYOY4FPMPUZY5EFOZ \
  | 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: 92185334fa1e70ec70af63e99c74857668b4209a7dac05b0a02ae332b6e89b92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46d5cc6a12fdbba46552c0c242ec3b73b24dabf04094775acb44806f93e9ee6f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-08-19T03:48:38Z",
    "title_canon_sha256": "15910a0923e8c997db230ee91ae366fdc47823a27cfe9019c8591075f33d0f85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09686",
    "kind": "arxiv",
    "version": 1
  }
}