Pith Number

pith:GMZN322A

pith:2021:GMZN322AMHHLP4VTKLLOTMRHUN

not attested not anchored not stored refs pending

Discovering Diverse Nearly Optimal Policies with Successor Features

Andre Barreto, Brendan O'Donoghue, Satinder Singh, Sebastian Flennerhag, Tom Zahavy, Volodymyr Mnih

arxiv:2106.00669 v2 · 2021-06-01 · cs.AI · 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{GMZN322AMHHLP4VTKLLOTMRHUN}

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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

The Geometry of Nonlinear Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:45:09.321176Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3332ddeb4061ceb7f2b352d6e9b227a362af006c755ec54d4518dea0ba302b08

Aliases

arxiv: 2106.00669 · arxiv_version: 2106.00669v2 · doi: 10.48550/arxiv.2106.00669 · pith_short_12: GMZN322AMHHL · pith_short_16: GMZN322AMHHLP4VT · pith_short_8: GMZN322A

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/GMZN322AMHHLP4VTKLLOTMRHUN \
  | 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: 3332ddeb4061ceb7f2b352d6e9b227a362af006c755ec54d4518dea0ba302b08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b8909ff610623b92ebf624991a6091e2c6832b167e48187aa8097fb996ccafa",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-06-01T17:56:13Z",
    "title_canon_sha256": "f4eba4b52b9c422b11c205f960a1ba888d4823c4f3ffdaf454bf05a99d00e518"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.00669",
    "kind": "arxiv",
    "version": 2
  }
}