Pith Number

pith:LWY4SST7

pith:2024:LWY4SST7AUMTCJRHCNXTUPBDNZ

not attested not anchored not stored refs pending

Contractual Reinforcement Learning: Pulling Arms with Invisible Hands

Haifeng Xu, Huazheng Wang, Jibang Wu, Mengdi Wang, Siyu Chen

arxiv:2407.01458 v2 · 2024-07-01 · cs.LG · cs.AI · cs.GT · econ.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWY4SST7AUMTCJRHCNXTUPBDNZ}

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

The Power of Information for Intermediate States in Contract Design

Receipt and verification

First computed	2026-07-05T08:39:22.096607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5db1c94a7f0519312627136f3a3c236e6dd0d5b405846f1a534454946a8ae793

Aliases

arxiv: 2407.01458 · arxiv_version: 2407.01458v2 · doi: 10.48550/arxiv.2407.01458 · pith_short_12: LWY4SST7AUMT · pith_short_16: LWY4SST7AUMTCJRH · pith_short_8: LWY4SST7

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/LWY4SST7AUMTCJRHCNXTUPBDNZ \
  | 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: 5db1c94a7f0519312627136f3a3c236e6dd0d5b405846f1a534454946a8ae793

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ac61ba270ccac82f3d33740a3b98304da27531bfbd5e2654ae7cdeba8a58ddc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "econ.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-01T16:53:00Z",
    "title_canon_sha256": "f69c05c88438e0c939c96eb465d8536c65ef88762345f53dc8b59c1234d2c87f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01458",
    "kind": "arxiv",
    "version": 2
  }
}