Pith Number

pith:ZHUT47D7

pith:2025:ZHUT47D75REZPIQOTTRX5NT3TD

not attested not anchored not stored refs pending

Learn A Flexible Exploration Model for Parameterized Action Markov Decision Processes

Bin Wang, Boxiang Tao, Hongbo Dou, Mingwen Shao, Zijian Wang

arxiv:2501.02774 v1 · 2025-01-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZHUT47D75REZPIQOTTRX5NT3TD}

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.

Receipt and verification

First computed	2026-07-05T09:57:12.024608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9e93e7c7fec4997a20e9ce37eb67b98ec16c00afd9a3e8c676ab03782827eb4

Aliases

arxiv: 2501.02774 · arxiv_version: 2501.02774v1 · doi: 10.48550/arxiv.2501.02774 · pith_short_12: ZHUT47D75REZ · pith_short_16: ZHUT47D75REZPIQO · pith_short_8: ZHUT47D7

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/ZHUT47D75REZPIQOTTRX5NT3TD \
  | 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: c9e93e7c7fec4997a20e9ce37eb67b98ec16c00afd9a3e8c676ab03782827eb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8baa1cd77ca30605c08a2b0f4b81b6b05759ed02c0d0cfe64466ccb13bec0f87",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T05:33:09Z",
    "title_canon_sha256": "0e6cbba2a503baaa811aa0f8241d4402e1d0534a37e0a2fcc0f5b632cc96c2f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02774",
    "kind": "arxiv",
    "version": 1
  }
}