Pith Number

pith:ZQRK7UQD

pith:2021:ZQRK7UQDGOJI7NLTBGCOUATNU5

not attested not anchored not stored refs pending

Pretraining Representations for Data-Efficient Reinforcement Learning

Aaron Courville, Ankesh Anand, Devon Hjelm, Laurent Charlin, Max Schwarzer, Michael Noukhovitch, Nitarshan Rajkumar, Philip Bachman

arxiv:2106.04799 v1 · 2021-06-09 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZQRK7UQDGOJI7NLTBGCOUATNU5}

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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

A Survey of State Representation Learning for Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:47:49.264390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc22afd20333928fb5730984ea026da762f78b36655a86778b5dffda988c7d8c

Aliases

arxiv: 2106.04799 · arxiv_version: 2106.04799v1 · doi: 10.48550/arxiv.2106.04799 · pith_short_12: ZQRK7UQDGOJI · pith_short_16: ZQRK7UQDGOJI7NLT · pith_short_8: ZQRK7UQD

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/ZQRK7UQDGOJI7NLTBGCOUATNU5 \
  | 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: cc22afd20333928fb5730984ea026da762f78b36655a86778b5dffda988c7d8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49e91e0cc1c25260bfa05c63e663f669a466c5b6bfc11f131b77c90918c6de85",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-09T04:14:27Z",
    "title_canon_sha256": "8554da61a096a8540a022f2e177c75a770f17465307dec9b1c5cc194ebca7d1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.04799",
    "kind": "arxiv",
    "version": 1
  }
}