Pith Number

pith:LPPMRDU7

pith:2020:LPPMRDU7FMRRZ2YLTZ3EZWARNK

not attested not anchored not stored refs pending

Reinforcement Learning as Iterative and Amortised Inference

Alexander Tschantz, Anil K Seth, Beren Millidge, Christopher L Buckley

arxiv:2006.10524 v3 · 2020-06-13 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LPPMRDU7FMRRZ2YLTZ3EZWARNK}

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	2026-07-05T01:16:15.997863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bdec88e9f2b231ceb0b9e764cd8116a8577006b87c6ff6306434b73b231482a

Aliases

arxiv: 2006.10524 · arxiv_version: 2006.10524v3 · doi: 10.48550/arxiv.2006.10524 · pith_short_12: LPPMRDU7FMRR · pith_short_16: LPPMRDU7FMRRZ2YL · pith_short_8: LPPMRDU7

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/LPPMRDU7FMRRZ2YLTZ3EZWARNK \
  | 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: 5bdec88e9f2b231ceb0b9e764cd8116a8577006b87c6ff6306434b73b231482a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb44181722d6a2cfcefb94bcb01f5f86b30eab13d91f2bb598daa404d3e73009",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-13T16:10:03Z",
    "title_canon_sha256": "df2f462447a6d6350e71aaae8be5ade9328089a80b1993024c194c884cbcee77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.10524",
    "kind": "arxiv",
    "version": 3
  }
}