Pith. sign in
Pith Number

pith:2SOAVUHC

pith:2023:2SOAVUHC7ZKPRBHQ4IQGTU4WMC
not attested not anchored not stored refs pending

Explaining RL Decisions with Trajectories

Arpan Dasgupta, Balaji Krishnamurthy, Chirag Agarwal, Georgios Theocharous, Jayakumar Subramanian, Nan Jiang, Shripad Vilasrao Deshmukh

arxiv:2305.04073 v2 · 2023-05-06 · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2SOAVUHC7ZKPRBHQ4IQGTU4WMC}

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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.
Receipt and verification
First computed 2026-07-05T07:36:00.609203Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d49c0ad0e2fe54f884f0e22069d396609ee7d3b98cb8474e18b8b984bcb2b7fb

Aliases

arxiv: 2305.04073 · arxiv_version: 2305.04073v2 · doi: 10.48550/arxiv.2305.04073 · pith_short_12: 2SOAVUHC7ZKP · pith_short_16: 2SOAVUHC7ZKPRBHQ · pith_short_8: 2SOAVUHC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2SOAVUHC7ZKPRBHQ4IQGTU4WMC \
  | 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: d49c0ad0e2fe54f884f0e22069d396609ee7d3b98cb8474e18b8b984bcb2b7fb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3f3cc2c03b6a60914080d8b1109781c0814e64c143c96d32ca07427148e31cd4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-06T15:26:22Z",
    "title_canon_sha256": "998aacc361f3502309e76e0e0e6c785db8a48e767c2b6102c3e20f9f41efefdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.04073",
    "kind": "arxiv",
    "version": 2
  }
}