Pith Number

pith:OTLX6TL7

pith:2023:OTLX6TL7EM7ZV6S427QBP7OEVT

not attested not anchored not stored refs pending

Actions Speak What You Want: Provably Sample-Efficient Reinforcement Learning of the Quantal Stackelberg Equilibrium from Strategic Feedbacks

Mengdi Wang, Siyu Chen, Zhuoran Yang

arxiv:2307.14085 v1 · 2023-07-26 · cs.LG · cs.AI · math.ST · stat.ML · stat.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{OTLX6TL7EM7ZV6S427QBP7OEVT}

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

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning

Receipt and verification

First computed	2026-07-05T06:34:57.292456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74d77f4d7f233f9afa5cd7e017fdc4acd3814b316813d50008f2a1ac62a6e418

Aliases

arxiv: 2307.14085 · arxiv_version: 2307.14085v1 · doi: 10.48550/arxiv.2307.14085 · pith_short_12: OTLX6TL7EM7Z · pith_short_16: OTLX6TL7EM7ZV6S4 · pith_short_8: OTLX6TL7

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/OTLX6TL7EM7ZV6S427QBP7OEVT \
  | 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: 74d77f4d7f233f9afa5cd7e017fdc4acd3814b316813d50008f2a1ac62a6e418

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42c4334c5f6770c1be2eb03b8e7bbdd3a28af6b5d027686c05b7efbb8186cd68",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-26T10:24:17Z",
    "title_canon_sha256": "d5ad337b06b0da256c7a54ea205e19adfe7157bd812f78320746d8be3b1d6ac0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.14085",
    "kind": "arxiv",
    "version": 1
  }
}