Pith Number

pith:F75ZDXRV

pith:2025:F75ZDXRVZYGU3AGCWS3BY6Q2CI

not attested not anchored not stored refs pending

Diffusion-Augmented Markov Decision Processes for Maximum Entropy Reinforcement Learning

Kaustubh Patil, Sebastian Sanokowski

arxiv:2512.02019 v3 · 2025-12-01 · cs.LG · cs.AI · 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{F75ZDXRVZYGU3AGCWS3BY6Q2CI}

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	2026-05-28T02:04:44.669599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ffb91de35ce0d4d80c2b4b61c7a1a120c21dc6ac6a11dcf774b9267958a11df

Aliases

arxiv: 2512.02019 · arxiv_version: 2512.02019v3 · doi: 10.48550/arxiv.2512.02019 · pith_short_12: F75ZDXRVZYGU · pith_short_16: F75ZDXRVZYGU3AGC · pith_short_8: F75ZDXRV

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/F75ZDXRVZYGU3AGCWS3BY6Q2CI \
  | 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: 2ffb91de35ce0d4d80c2b4b61c7a1a120c21dc6ac6a11dcf774b9267958a11df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42a0839417d4a0fe92d729f0cac4b26d72d5efa2159d9d9a44b2f37a2031b599",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-01T18:59:58Z",
    "title_canon_sha256": "1bd16195d8fcbebc445d901be461da8cbadad4fe97b943c68021d918c3005bd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.02019",
    "kind": "arxiv",
    "version": 3
  }
}