Pith Number

pith:RBHJHDRR

pith:2021:RBHJHDRRCMDNQNDPAUD2R56WIH

not attested not anchored not stored refs pending

On the (In)Tractability of Reinforcement Learning for LTL Objectives

Cambridge Yang, Michael Carbin, Michael Littman

arxiv:2111.12679 v3 · 2021-11-24 · cs.AI · cs.FL · 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{RBHJHDRRCMDNQNDPAUD2R56WIH}

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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

Decoupled Behavioral Cloning for Scalable Inductive Generalization in RL from Specifications

Receipt and verification

First computed	2026-07-05T04:34:36.425851Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

884e938e311306d8346f0507a8f7d641e8eaba170bbfa4c2f7ce4870a89d818d

Aliases

arxiv: 2111.12679 · arxiv_version: 2111.12679v3 · doi: 10.48550/arxiv.2111.12679 · pith_short_12: RBHJHDRRCMDN · pith_short_16: RBHJHDRRCMDNQNDP · pith_short_8: RBHJHDRR

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/RBHJHDRRCMDNQNDPAUD2R56WIH \
  | 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: 884e938e311306d8346f0507a8f7d641e8eaba170bbfa4c2f7ce4870a89d818d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cc1bd60c1469a4998916673bbbaee3fa1eeb6d262030cc35c3266c81ed0acf2",
    "cross_cats_sorted": [
      "cs.FL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-11-24T18:26:13Z",
    "title_canon_sha256": "4fd8bc0d8c6ecd1f1268f3b87f5b6db9f4e1ff392e9f1160d2b4f2af28ccc3fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.12679",
    "kind": "arxiv",
    "version": 3
  }
}