Pith Number

pith:PV7ZDPVR

pith:2021:PV7ZDPVRC6K3GG7TL7SRBPY4C6

not attested not anchored not stored refs pending

Decision Transformer: Reinforcement Learning via Sequence Modeling

Aditya Grover, Aravind Rajeswaran, Aravind Srinivas, Igor Mordatch, Kevin Lu, Kimin Lee, Lili Chen, Michael Laskin, Pieter Abbeel

arxiv:2106.01345 v2 · 2021-06-02 · 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{PV7ZDPVRC6K3GG7TL7SRBPY4C6}

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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

29 papers in Pith

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Reinforcement Learning Foundation Models Should Already Be A Thing

Decision-Driven Geosteering Under Uncertainty: A Unified Framework for Sequential Decision Optimization

Unified Motion-Action Modeling for Heterogeneous Robot Learning

Belief-Aware Scheduling for Predictive Wildfire Hazard Mapping under Sparse-Window Telemetry

Receipt and verification

First computed	2026-05-18T15:05:26.328089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d7f91beb11795b31bf35fe510bf1c1798956522c752091587724771682b3323

Aliases

arxiv: 2106.01345 · arxiv_version: 2106.01345v2 · doi: 10.48550/arxiv.2106.01345 · pith_short_12: PV7ZDPVRC6K3 · pith_short_16: PV7ZDPVRC6K3GG7T · pith_short_8: PV7ZDPVR

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/PV7ZDPVRC6K3GG7TL7SRBPY4C6 \
  | 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: 7d7f91beb11795b31bf35fe510bf1c1798956522c752091587724771682b3323

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebd4efdd11afc5ee56f305abfbfac56bdbde63bbd62f5b7039ff8e2b3470b4f7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-02T17:53:39Z",
    "title_canon_sha256": "d58b305c53587d7a9b6b1e2d8667ae06316c83902a379f04d430a4f54999fd3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01345",
    "kind": "arxiv",
    "version": 2
  }
}