Pith Number

pith:5OI54RGS

pith:2024:5OI54RGS5LEAWK74PE5SAV7P67

not attested not anchored not stored refs pending

SOAP-RL: Sequential Option Advantage Propagation for Reinforcement Learning in POMDP Environments

Jo\~ao F. Henriques, Shu Ishida

arxiv:2407.18913 v2 · 2024-07-26 · 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{5OI54RGS5LEAWK74PE5SAV7P67}

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	2026-07-05T09:19:11.557262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb91de44d2eac80b2bfc793b2057eff7e2323fe5efd77a046aafa24626d3d082

Aliases

arxiv: 2407.18913 · arxiv_version: 2407.18913v2 · doi: 10.48550/arxiv.2407.18913 · pith_short_12: 5OI54RGS5LEA · pith_short_16: 5OI54RGS5LEAWK74 · pith_short_8: 5OI54RGS

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/5OI54RGS5LEAWK74PE5SAV7P67 \
  | 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: eb91de44d2eac80b2bfc793b2057eff7e2323fe5efd77a046aafa24626d3d082

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99552c720ffa12b6cbc0f5d8078d176484c14a5bcc0f38bcb9ca80b07342bae0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T17:59:55Z",
    "title_canon_sha256": "ed93a3298a922f2ba46cba5e0be3316493d503c8844c8d1ad46e963008274624"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18913",
    "kind": "arxiv",
    "version": 2
  }
}