Pith Number

pith:MFAZRZIH

pith:2024:MFAZRZIH4EOXES65YZCQX64ZAY

not attested not anchored not stored refs pending

Accelerating Proximal Policy Optimization Learning Using Task Prediction for Solving Environments with Delayed Rewards

Ahmad Ahmad, Calin Belta, Cristian-Ioan Vasile, Ho Chit Siu, Kevin Leahy, Makai Mann, Mehdi Kermanshah, Roberto Tron, Zachary Serlin

arxiv:2411.17861 v3 · 2024-11-26 · cs.LG · 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{MFAZRZIH4EOXES65YZCQX64ZAY}

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

ANSR-DT: A Neuro-Symbolic Framework for Adaptive and Explainable Digital Twins

Receipt and verification

First computed	2026-07-05T09:44:36.907260Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

614198e507e11d724bddc6450bfb9906376f6341dca10b7a836c392b3f8c6395

Aliases

arxiv: 2411.17861 · arxiv_version: 2411.17861v3 · doi: 10.48550/arxiv.2411.17861 · pith_short_12: MFAZRZIH4EOX · pith_short_16: MFAZRZIH4EOXES65 · pith_short_8: MFAZRZIH

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/MFAZRZIH4EOXES65YZCQX64ZAY \
  | 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: 614198e507e11d724bddc6450bfb9906376f6341dca10b7a836c392b3f8c6395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6f018b318330b1bfac362f0fa849251230285bc22893d480ea0a436c003aa35",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T20:22:31Z",
    "title_canon_sha256": "51ac09f0f131ce1542e3c0231447922d11e224a6c38f075de1a27ce3f57332bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17861",
    "kind": "arxiv",
    "version": 3
  }
}