Pith Number

pith:2V346MLV

pith:2021:2V346MLV66NWH5G22Q4BAZTIUN

not attested not anchored not stored refs pending

A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning

Doina Precup, Mingde Zhao, Shuyuan Zhang, Sitao Luan, Yoshua Bengio, Zhen Liu

arxiv:2106.02097 v3 · 2021-06-03 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2V346MLV66NWH5G22Q4BAZTIUN}

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	2026-07-05T03:29:01.330161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d577cf3175f79b63f4dad438106668a3442a186a9f2b965128dcdba3a24f7d48

Aliases

arxiv: 2106.02097 · arxiv_version: 2106.02097v3 · doi: 10.48550/arxiv.2106.02097 · pith_short_12: 2V346MLV66NW · pith_short_16: 2V346MLV66NWH5G2 · pith_short_8: 2V346MLV

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/2V346MLV66NWH5G22Q4BAZTIUN \
  | 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: d577cf3175f79b63f4dad438106668a3442a186a9f2b965128dcdba3a24f7d48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "659864dbd73e445d34005b2436fdb621f6d2ac01ff7822ec06f7e1853f582821",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-06-03T19:35:19Z",
    "title_canon_sha256": "039246118fd0a086a48d680a463d8fe04a256392407cb2496de2edbb1721ba69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.02097",
    "kind": "arxiv",
    "version": 3
  }
}