Pith Number

pith:RKEBLHLQ

pith:2022:RKEBLHLQN3XI4WIFIQZQHTY43X

not attested not anchored not stored refs pending

Explaining Reinforcement Learning Policies through Counterfactual Trajectories

Bryan Plummer, Eric Weiner, Julius Frost, Kate Saenko, Olivia Watkins, Pieter Abbeel, Trevor Darrell

arxiv:2201.12462 v2 · 2022-01-29 · cs.LG · cs.AI · cs.HC · 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{RKEBLHLQN3XI4WIFIQZQHTY43X}

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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	2026-07-05T04:06:30.696707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a88159d706eee8e5905443303cf1cddeb1a8b613a155cf6b0c90e7bab954d8a

Aliases

arxiv: 2201.12462 · arxiv_version: 2201.12462v2 · doi: 10.48550/arxiv.2201.12462 · pith_short_12: RKEBLHLQN3XI · pith_short_16: RKEBLHLQN3XI4WIF · pith_short_8: RKEBLHLQ

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/RKEBLHLQN3XI4WIFIQZQHTY43X \
  | 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: 8a88159d706eee8e5905443303cf1cddeb1a8b613a155cf6b0c90e7bab954d8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30e971a780f6b386f82b7921c73a446d9c5d2b2b2ff4e0318345d9b8169d7dac",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-29T00:52:37Z",
    "title_canon_sha256": "8b63c873c9c9d6036a41172e85ce700a118f5031e7f7bd0461d2aa2eee636189"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12462",
    "kind": "arxiv",
    "version": 2
  }
}