Pith Number

pith:AVGVY7LV

pith:2016:AVGVY7LVKVJFNZHLJ7XTXCWDMN

not attested not anchored not stored refs pending

Self-Correcting Models for Model-Based Reinforcement Learning

Erik Talvitie

arxiv:1612.06018 v2 · 2016-12-19 · 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{AVGVY7LVKVJFNZHLJ7XTXCWDMN}

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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

World Models in Pieces: Structural Certification for General Agents

Receipt and verification

First computed	2026-05-18T00:39:23.776127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

054d5c7d75555256e4eb4fef3b8ac36341e5e07073b4482cfa34ba5ece46d3de

Aliases

arxiv: 1612.06018 · arxiv_version: 1612.06018v2 · doi: 10.48550/arxiv.1612.06018 · pith_short_12: AVGVY7LVKVJF · pith_short_16: AVGVY7LVKVJFNZHL · pith_short_8: AVGVY7LV

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/AVGVY7LVKVJFNZHLJ7XTXCWDMN \
  | 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: 054d5c7d75555256e4eb4fef3b8ac36341e5e07073b4482cfa34ba5ece46d3de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa2043554b86361086c9ad45ad5b4d5f7e5e1c0b0e514e478f12880af45e2f31",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-12-19T01:09:23Z",
    "title_canon_sha256": "4c2b55d6cedd492c6236c828e257fdea2911247a60882c1f96f510037c251b14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.06018",
    "kind": "arxiv",
    "version": 2
  }
}