Pith Number

pith:PLMRJUC5

pith:2025:PLMRJUC5RT5Z24GDWJ7YYDBBI5

not attested not anchored not stored refs pending

Counterfactually Fair Reinforcement Learning via Sequential Data Preprocessing

Chengchun Shi, Donglin Zeng, Jitao Wang, John D. Piette, Joshua R. Loftus, Zhenke Wu

arxiv:2501.06366 v2 · 2025-01-10 · stat.ML · cs.CY · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PLMRJUC5RT5Z24GDWJ7YYDBBI5}

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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

3 papers in Pith

Residues of a tropical zeta function for convex domains

Counterfactually Safe Reinforcement Learning

Fairness under uncertainty in sequential decisions

Receipt and verification

First computed	2026-07-05T10:00:46.481490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ad914d05d8cfb9d70c3b27f8c0c214759337eb61a7a71056e9589a708b9d7a2

Aliases

arxiv: 2501.06366 · arxiv_version: 2501.06366v2 · doi: 10.48550/arxiv.2501.06366 · pith_short_12: PLMRJUC5RT5Z · pith_short_16: PLMRJUC5RT5Z24GD · pith_short_8: PLMRJUC5

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/PLMRJUC5RT5Z24GDWJ7YYDBBI5 \
  | 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: 7ad914d05d8cfb9d70c3b27f8c0c214759337eb61a7a71056e9589a708b9d7a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac72aa1dede5e6ae7225ca8c813f36803bacc1abe38c069deaee2f32b96f5315",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-01-10T22:27:44Z",
    "title_canon_sha256": "c3816c3a5c4f6a0ef56b7edafcaeea2d4151549ee84c73e3ab75cc8a2852a961"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06366",
    "kind": "arxiv",
    "version": 2
  }
}