Pith Number

pith:O6BXOCDI

pith:2015:O6BXOCDIKOJE5MBQBVCTRBMDQK

not attested not anchored not stored refs pending

Data-Efficient Learning of Feedback Policies from Image Pixels using Deep Dynamical Models

John-Alexander M. Assael, Marc Peter Deisenroth, Niklas Wahlstr\"om, Thomas B. Sch\"on

arxiv:1510.02173 v2 · 2015-10-08 · cs.AI · cs.CV · cs.LG · 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{O6BXOCDIKOJE5MBQBVCTRBMDQK}

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	2026-05-18T01:30:42.398174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

778377086853924eb0300d45388583828d9d63e1f273802c733f50a1932c53f6

Aliases

arxiv: 1510.02173 · arxiv_version: 1510.02173v2 · doi: 10.48550/arxiv.1510.02173 · pith_short_12: O6BXOCDIKOJE · pith_short_16: O6BXOCDIKOJE5MBQ · pith_short_8: O6BXOCDI

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/O6BXOCDIKOJE5MBQBVCTRBMDQK \
  | 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: 778377086853924eb0300d45388583828d9d63e1f273802c733f50a1932c53f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0d1d81d8374918a6970545b72a69db3259c1e18af7efefe058c4c482e80069b",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2015-10-08T00:20:42Z",
    "title_canon_sha256": "6771c36d5bd0e998acd225a6aaed4dfa4ba62e006221d5231cd325e19fbc0f57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1510.02173",
    "kind": "arxiv",
    "version": 2
  }
}