Pith Number

pith:YD3I2JNT

pith:2025:YD3I2JNTIQ7LQR5455FRIYYXMZ

not attested not anchored not stored refs pending

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes

Deniz G\"und\"uz, Gongpu Chen, Haotian Wu

arxiv:2502.03335 v3 · 2025-02-05 · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YD3I2JNTIQ7LQR5455FRIYYXMZ}

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

Empirical Coordination over Markov Channel with Independent Source

Receipt and verification

First computed	2026-07-05T12:04:30.772041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0f68d25b3443eb847bcef4b14631766563b773e28e7da1f7949c9f819f11b93

Aliases

arxiv: 2502.03335 · arxiv_version: 2502.03335v3 · doi: 10.48550/arxiv.2502.03335 · pith_short_12: YD3I2JNTIQ7L · pith_short_16: YD3I2JNTIQ7LQR54 · pith_short_8: YD3I2JNT

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/YD3I2JNTIQ7LQR5455FRIYYXMZ \
  | 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: c0f68d25b3443eb847bcef4b14631766563b773e28e7da1f7949c9f819f11b93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ceb9e3af99226f1e881b5e9b831ed7e0758d585891aacba1c2338fd0a4a1bc4",
    "cross_cats_sorted": [
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-02-05T16:29:47Z",
    "title_canon_sha256": "33083caf5c22b1cc1d5878804859df83da2504ee0dfca588d281838a79150a2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03335",
    "kind": "arxiv",
    "version": 3
  }
}