Pith Number

pith:HILGXV5F

pith:2026:HILGXV5FVW4GCKPDSLK47SBVXV

not attested not anchored not stored refs pending

Knowledge- and Gradient-Guided Reinforcement Learning for Parametrized Action Markov Decision Processes

Jonas Ehrhardt, Oliver Niggemann, Ren\'e Heesch

arxiv:2607.12924 v1 · 2026-07-14 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HILGXV5FVW4GCKPDSLK47SBVXV}

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	2026-07-15T01:22:25.419640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a166bd7a5adb86129e392d5cfc835bd51b1c94847e4b4ec20addd72f0bdb23f

Aliases

arxiv: 2607.12924 · arxiv_version: 2607.12924v1 · doi: 10.48550/arxiv.2607.12924 · pith_short_12: HILGXV5FVW4G · pith_short_16: HILGXV5FVW4GCKPD · pith_short_8: HILGXV5F

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/HILGXV5FVW4GCKPDSLK47SBVXV \
  | 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: 3a166bd7a5adb86129e392d5cfc835bd51b1c94847e4b4ec20addd72f0bdb23f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dde5f3015969c132b748eb97fe524845c83f748439572d8cd9753e812ff9d0f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-14T15:57:25Z",
    "title_canon_sha256": "674547d35b5df684d2d468890bce7f4e935dff5590e84bd51390c462559752bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.12924",
    "kind": "arxiv",
    "version": 1
  }
}