Pith Number

pith:SKP3G36W

pith:2024:SKP3G36W6GHIBIFJL3NKMFACTP

not attested not anchored not stored refs pending

Principal-Agent Reinforcement Learning: Orchestrating AI Agents with Contracts

David C. Parkes, Dima Ivanov, Inbal Talgam-Cohen, Paul D\"utting, Tonghan Wang

arxiv:2407.18074 v2 · 2024-07-25 · cs.GT · cs.LG · 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{SKP3G36W6GHIBIFJL3NKMFACTP}

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

2 papers in Pith

How Humans Help LLMs: Assessing and Incentivizing Human Preference Annotators

Incentivizing High-Quality Human Annotations with Golden Questions

Receipt and verification

First computed	2026-07-05T09:16:51.690708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

929fb36fd6f18e80a0a95edaa614029bd3a5bb297af368c07d0c240946943ea6

Aliases

arxiv: 2407.18074 · arxiv_version: 2407.18074v2 · doi: 10.48550/arxiv.2407.18074 · pith_short_12: SKP3G36W6GHI · pith_short_16: SKP3G36W6GHIBIFJ · pith_short_8: SKP3G36W

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/SKP3G36W6GHIBIFJL3NKMFACTP \
  | 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: 929fb36fd6f18e80a0a95edaa614029bd3a5bb297af368c07d0c240946943ea6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3ffdcb6e13be99b0648cf887ff9c7cdd4c1abd9b9bd53a0e3d1e5fb03c4f7d9",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-07-25T14:28:58Z",
    "title_canon_sha256": "e4b7408ecd3d75c66042ea543d3c8a2458055f11e3437b7d64e4c5f7d0370a2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18074",
    "kind": "arxiv",
    "version": 2
  }
}