Pith Number

pith:N5PWQ6J4

pith:2024:N5PWQ6J4R3UQUUT254EWUDVW7U

not attested not anchored not stored refs pending

Principal-Agent Bandit Games with Self-Interested and Exploratory Learning Agents

Junyan Liu, Lillian J. Ratliff

arxiv:2412.16318 v2 · 2024-12-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N5PWQ6J4R3UQUUT254EWUDVW7U}

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

1 paper in Pith

Learning to Incentivize in Repeated Principal-Agent Problems with Adversarial Agent Arrivals

Receipt and verification

First computed	2026-07-05T11:14:01.051585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f5f68793c8ee90a527aef096a0eb6fd19580190aded9ef184d9d27a89cdca47

Aliases

arxiv: 2412.16318 · arxiv_version: 2412.16318v2 · doi: 10.48550/arxiv.2412.16318 · pith_short_12: N5PWQ6J4R3UQ · pith_short_16: N5PWQ6J4R3UQUUT2 · pith_short_8: N5PWQ6J4

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/N5PWQ6J4R3UQUUT254EWUDVW7U \
  | 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: 6f5f68793c8ee90a527aef096a0eb6fd19580190aded9ef184d9d27a89cdca47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79afeb6f6f361edc653e3875af08f9e7712e059ec214729ce66650332776d2de",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T20:04:50Z",
    "title_canon_sha256": "da833563798b715dd4f14e648536997828014395139fc94c9c29f9dcf928fb90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16318",
    "kind": "arxiv",
    "version": 2
  }
}