Pith Number

pith:EZ5UJQM5

pith:2021:EZ5UJQM5TMKUZ575AU2EZJISAS

not attested not anchored not stored refs pending

Graph augmented Deep Reinforcement Learning in the GameRLand3D environment

Christian Wolf, Edward Beeching, Jilles Debangoye, Joshua Romoff, Maxim Peter, Olivier Simonin, Philippe Marcotte

arxiv:2112.11731 v1 · 2021-12-22 · 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{EZ5UJQM5TMKUZ575AU2EZJISAS}

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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

Effective Reward Specification in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:43:10.386186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

267b44c19d9b154cf7fd05344ca51204a578ad181222d8daec5b09b3738ba38e

Aliases

arxiv: 2112.11731 · arxiv_version: 2112.11731v1 · doi: 10.48550/arxiv.2112.11731 · pith_short_12: EZ5UJQM5TMKU · pith_short_16: EZ5UJQM5TMKUZ575 · pith_short_8: EZ5UJQM5

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/EZ5UJQM5TMKUZ575AU2EZJISAS \
  | 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: 267b44c19d9b154cf7fd05344ca51204a578ad181222d8daec5b09b3738ba38e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "428fc1ec3ba8043615b0cb85b8ccff2f3a3e019f04b298b56ec027828d1b60bd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-22T08:48:00Z",
    "title_canon_sha256": "dd9c22f474b86fcd86023026a63607e488c9daa9eaf42739d4468616590f3e4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.11731",
    "kind": "arxiv",
    "version": 1
  }
}