Pith Number

pith:6UIMEVYZ

pith:2020:6UIMEVYZ76RXIBQ3DRIVN6WOLH

not attested not anchored not stored refs pending

Explaining Conditions for Reinforcement Learning Behaviors from Real and Imagined Data

Aastha Acharya, Nisar R. Ahmed, Rebecca Russell

arxiv:2011.09004 v1 · 2020-11-17 · cs.LG · cs.AI · cs.HC · cs.NE · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6UIMEVYZ76RXIBQ3DRIVN6WOLH}

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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 Explainable Reinforcement Learning: Targets, Methods and Needs

Receipt and verification

First computed	2026-07-05T01:52:39.640410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f510c25719ffa374061b1c5156face59dd59ad5ab027b495b8552205a5eef885

Aliases

arxiv: 2011.09004 · arxiv_version: 2011.09004v1 · doi: 10.48550/arxiv.2011.09004 · pith_short_12: 6UIMEVYZ76RX · pith_short_16: 6UIMEVYZ76RXIBQ3 · pith_short_8: 6UIMEVYZ

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/6UIMEVYZ76RXIBQ3DRIVN6WOLH \
  | 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: f510c25719ffa374061b1c5156face59dd59ad5ab027b495b8552205a5eef885

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "190afd296a76ae24f2ce188abd9891a79e7a1f304f368362066cf061005ba481",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.NE",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-17T23:40:47Z",
    "title_canon_sha256": "498a0e7a77de87c56b26b55bd9e04f55f877a6b674ee2bcddcf50be1f7e98691"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.09004",
    "kind": "arxiv",
    "version": 1
  }
}