Pith Number

pith:JYNJBFPI

pith:2025:JYNJBFPIALWAWE3Q6SEZ7GXDMP

not attested not anchored not stored refs pending

Reinforcement Learning for Long-Horizon Unordered Tasks: From Boolean to Coupled Reward Machines

Aneta Vulgarakis Feljan, Athanasios Karapantelakis, Jendrik Seipp, Kristina Levina, Nikolaos Pappas

arxiv:2510.27329 v2 · 2025-10-31 · 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{JYNJBFPIALWAWE3Q6SEZ7GXDMP}

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	2026-06-23T02:13:18.006351Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e1a9095e802ec0b1370f4899f9ae363d189c4b59f05f49edafa83fbc1c7929c

Aliases

arxiv: 2510.27329 · arxiv_version: 2510.27329v2 · doi: 10.48550/arxiv.2510.27329 · pith_short_12: JYNJBFPIALWA · pith_short_16: JYNJBFPIALWAWE3Q · pith_short_8: JYNJBFPI

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/JYNJBFPIALWAWE3Q6SEZ7GXDMP \
  | 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: 4e1a9095e802ec0b1370f4899f9ae363d189c4b59f05f49edafa83fbc1c7929c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9659df906e5e3bb7559614895e83fd4b8c7a07a3970c6ce084bc50284d896bf0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-31T10:00:57Z",
    "title_canon_sha256": "9609f53f2d9b9f16152fe6c4b286819e183008c62070266dbd6687eabc1b421d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.27329",
    "kind": "arxiv",
    "version": 2
  }
}