Pith Number

pith:LO75NQOX

pith:2020:LO75NQOXRVR6YKSPQWN4A76R3K

not attested not anchored not stored refs pending

Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions

Emma Brunskill, Finale Doshi-Velez, Joseph Futoma, Leo Anthony Celi, Omer Gottesman, Sonali Parbhoo, Yao Liu

arxiv:2002.03478 v3 · 2020-02-10 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LO75NQOXRVR6YKSPQWN4A76R3K}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T01:26:09.337197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bbfd6c1d78d63ec2a4f859bc07fd1da84f59bd332a17eb788a4a5a44e23942f

Aliases

arxiv: 2002.03478 · arxiv_version: 2002.03478v3 · doi: 10.48550/arxiv.2002.03478 · pith_short_12: LO75NQOXRVR6 · pith_short_16: LO75NQOXRVR6YKSP · pith_short_8: LO75NQOX

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/LO75NQOXRVR6YKSPQWN4A76R3K \
  | 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: 5bbfd6c1d78d63ec2a4f859bc07fd1da84f59bd332a17eb788a4a5a44e23942f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e33eb56338113e8ea15f868dc6f922a282b1332df1719b834b8aa4d4dd755c0c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-10T00:26:43Z",
    "title_canon_sha256": "595b69a07d7de46bb39d49f47a4e707ff79693c9fc3be2eba3de72708ca5e5c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03478",
    "kind": "arxiv",
    "version": 3
  }
}