Pith Number

pith:IEMSLSCA

pith:2023:IEMSLSCAJ4UA3YEL3S3V73IJZP

not attested not anchored not stored refs pending

The configurable tree graph (CT-graph): measurable problems in partially observable and distal reward environments for lifelong reinforcement learning

Andrea Soltoggio, Christos Peridis, Eseoghene Ben-Iwhiwhu, Jeffery Dick, Pawel Ladosz, Praveen K. Pilly, Soheil Kolouri

arxiv:2302.10887 v1 · 2023-01-21 · 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{IEMSLSCAJ4UA3YEL3S3V73IJZP}

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	2026-07-05T05:44:28.104476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

411925c8404f280de08bdcb75fed09cbd7c0d7af537670cc797b47755fb96f1c

Aliases

arxiv: 2302.10887 · arxiv_version: 2302.10887v1 · doi: 10.48550/arxiv.2302.10887 · pith_short_12: IEMSLSCAJ4UA · pith_short_16: IEMSLSCAJ4UA3YEL · pith_short_8: IEMSLSCA

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/IEMSLSCAJ4UA3YEL3S3V73IJZP \
  | 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: 411925c8404f280de08bdcb75fed09cbd7c0d7af537670cc797b47755fb96f1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c720ad0ceb33344bd319ff29ce8189a67f12bacb666926bdf9c5aff084468428",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-21T21:05:52Z",
    "title_canon_sha256": "d19bdf479bde65a1489ef7a4bc7b4d0ac565fc2b02321d62d757fea5a167d8b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10887",
    "kind": "arxiv",
    "version": 1
  }
}