Pith Number

pith:CRGJFHQ2

pith:2022:CRGJFHQ2YGXDQOUFNO5KWROJJD

not attested not anchored not stored refs pending

All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RL

Dylan R. Ashley, J\"urgen Schmidhuber, Kai Arulkumaran, Rupesh K. Srivastava

arxiv:2202.11960 v1 · 2022-02-24 · 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{CRGJFHQ2YGXDQOUFNO5KWROJJD}

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

Action Chunking with Transformers for Image-Based Spacecraft Guidance and Control

Receipt and verification

First computed	2026-07-05T03:59:48.081515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

144c929e1ac1ae383a856bbaab45c948c3457adbe1aaf13229427c792e098a39

Aliases

arxiv: 2202.11960 · arxiv_version: 2202.11960v1 · doi: 10.48550/arxiv.2202.11960 · pith_short_12: CRGJFHQ2YGXD · pith_short_16: CRGJFHQ2YGXDQOUF · pith_short_8: CRGJFHQ2

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/CRGJFHQ2YGXDQOUFNO5KWROJJD \
  | 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: 144c929e1ac1ae383a856bbaab45c948c3457adbe1aaf13229427c792e098a39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c982ac60c0f3e1d72cedb1db2f540a000692201aaaa763c4a0ffcb438cd387eb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-24T08:44:11Z",
    "title_canon_sha256": "06c0c6bcdcfef71393e164f050287c8aede4f742afa66dd024b9043a5d61616b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.11960",
    "kind": "arxiv",
    "version": 1
  }
}