Pith Number

pith:FYIKN2JA

pith:2020:FYIKN2JAIIAZBTDYOMJMPQUODM

not attested not anchored not stored refs pending

On the role of planning in model-based deep reinforcement learning

Abram L. Friesen, Arthur Guez, Fabio Viola, Feryal Behbahani, Jessica B. Hamrick, Lars Buesing, Petar Veli\v{c}kovi\'c, Sims Witherspoon, Th\'eophane Weber, Thomas Anthony

arxiv:2011.04021 v2 · 2020-11-08 · cs.AI · 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{FYIKN2JAIIAZBTDYOMJMPQUODM}

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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

4 papers in Pith

Finding the Time to Think: Learning Planning Budgets in Real-Time RL

Learning to Theorize the World from Observation

Decoupled Guidance Diffusion for Adaptive Offline Safe Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:23:59.521502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e10a6e920420190cc787312c7c28e1b31b6a83f633277b18b0ef4cfc33f4d71

Aliases

arxiv: 2011.04021 · arxiv_version: 2011.04021v2 · doi: 10.48550/arxiv.2011.04021 · pith_short_12: FYIKN2JAIIAZ · pith_short_16: FYIKN2JAIIAZBTDY · pith_short_8: FYIKN2JA

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/FYIKN2JAIIAZBTDYOMJMPQUODM \
  | 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: 2e10a6e920420190cc787312c7c28e1b31b6a83f633277b18b0ef4cfc33f4d71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c6f79abb5b3c53e7d719cecbc0cb39973afc2867062f615b409719679852d0a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-11-08T16:55:16Z",
    "title_canon_sha256": "c37e7f1fa8bcdaaf3ce64e5dd2554cb644bc70429b05e5c94a735e01fd44754c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.04021",
    "kind": "arxiv",
    "version": 2
  }
}