Pith Number

pith:6DXSKQK6

pith:2021:6DXSKQK6XQOGNVJ4BFBMRNED42

not attested not anchored not stored refs pending

Offline Reinforcement Learning as One Big Sequence Modeling Problem

Michael Janner, Qiyang Li, Sergey Levine

arxiv:2106.02039 v4 · 2021-06-03 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{6DXSKQK6XQOGNVJ4BFBMRNED42}

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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

7 papers in Pith

Agent vs. Parametric World Models: Hybrid Planning for Reliable Language Agents

Decision Transformer: Reinforcement Learning via Sequence Modeling

DAWM: Diffusion Action World Models for Offline Reinforcement Learning via Action-Inferred Transitions

Neural CDEs as Correctors for Learned Time Series Models

Receipt and verification

First computed	2026-07-05T03:35:29.160022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0ef25415ebc1c66d53c0942c8b483e6898b299ba45736d39dea146ac8bfaa87

Aliases

arxiv: 2106.02039 · arxiv_version: 2106.02039v4 · doi: 10.48550/arxiv.2106.02039 · pith_short_12: 6DXSKQK6XQOG · pith_short_16: 6DXSKQK6XQOGNVJ4 · pith_short_8: 6DXSKQK6

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/6DXSKQK6XQOGNVJ4BFBMRNED42 \
  | 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: f0ef25415ebc1c66d53c0942c8b483e6898b299ba45736d39dea146ac8bfaa87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cae8cb34516d0a53fae987b254858d875c1a03199c9afdf83e119eb5badc989",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-03T17:58:51Z",
    "title_canon_sha256": "53ca4f9090f667e4148c5dd3f0af63d7fe42986d6f89aede11ac709f9a77fe6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.02039",
    "kind": "arxiv",
    "version": 4
  }
}