Pith Number

pith:HFMSPIDM

pith:2020:HFMSPIDMQTWMAKSSAYITWIA6SD

not attested not anchored not stored refs pending

Offline Learning from Demonstrations and Unlabeled Experience

Alexander Novikov, Caglar Gulcehre, Konrad Zolna, Ksenia Konyushkova, Misha Denil, Nando de Freitas, Scott Reed, Yusuf Aytar, Ziyu Wang

arxiv:2011.13885 v1 · 2020-11-27 · cs.LG · cs.AI · cs.RO · 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{HFMSPIDMQTWMAKSSAYITWIA6SD}

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.

Cited by

1 paper in Pith

A Generalist Agent

Receipt and verification

First computed	2026-07-05T01:54:59.301097Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

395927a06c84ecc02a5206113b201e90e0a8225d918e97a7daedaea9912e93c7

Aliases

arxiv: 2011.13885 · arxiv_version: 2011.13885v1 · doi: 10.48550/arxiv.2011.13885 · pith_short_12: HFMSPIDMQTWM · pith_short_16: HFMSPIDMQTWMAKSS · pith_short_8: HFMSPIDM

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/HFMSPIDMQTWMAKSSAYITWIA6SD \
  | 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: 395927a06c84ecc02a5206113b201e90e0a8225d918e97a7daedaea9912e93c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfb060f8778083738f0d232c3073fab86cb628a733856cbbb1509311c15b8e14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-27T18:20:04Z",
    "title_canon_sha256": "ab59c8e32552f625c9eebc4259b293fa589c197fd5df9fb4ac9caa0ee74ff40a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.13885",
    "kind": "arxiv",
    "version": 1
  }
}