Pith Number

pith:G3QHYBHT

pith:2020:G3QHYBHTGTXLTU3DYKIKFVYWIN

not attested not anchored not stored refs pending

Contrastive Variational Reinforcement Learning for Complex Observations

David Hsu, Siwei Chen, Wee Sun Lee, Xiao Ma

arxiv:2008.02430 v2 · 2020-08-06 · 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{G3QHYBHTGTXLTU3DYKIKFVYWIN}

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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

Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions

Receipt and verification

First computed	2026-07-05T01:49:54.036828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36e07c04f334eeb9d363c290a2d716434dbdf76e5a2999ff461224264ce5de70

Aliases

arxiv: 2008.02430 · arxiv_version: 2008.02430v2 · doi: 10.48550/arxiv.2008.02430 · pith_short_12: G3QHYBHTGTXL · pith_short_16: G3QHYBHTGTXLTU3D · pith_short_8: G3QHYBHT

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/G3QHYBHTGTXLTU3DYKIKFVYWIN \
  | 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: 36e07c04f334eeb9d363c290a2d716434dbdf76e5a2999ff461224264ce5de70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88eaad04b796ebccb085623f9d8f915dcb643a5c41f23d0f8e4edbf51d96ae2d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-06T02:25:51Z",
    "title_canon_sha256": "d7cad5828001e6025f70baaf96dea3f28a964c77d375d9c05735c10908b82bef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.02430",
    "kind": "arxiv",
    "version": 2
  }
}