Pith Number

pith:W5XWCOW4

pith:2025:W5XWCOW4VZHNNLKCGSGSZG4HBZ

not attested not anchored not stored refs pending

Evaluation-Time Policy Switching for Offline Reinforcement Learning

Giovanni Montana, Jeremie Houssineau, Natinael Solomon Neggatu

arxiv:2503.12222 v1 · 2025-03-15 · cs.LG · cs.AI · 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{W5XWCOW4VZHNNLKCGSGSZG4HBZ}

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.

Cited by

2 papers in Pith

Learning When to Stop: Selective Imitation Learning Under Arbitrary Dynamics Shift

Receipt and verification

First computed	2026-07-05T10:32:07.739903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b76f613adcae4ed6ad42348d2c9b870e6e89db81a66cc278864a2fe2783e1b98

Aliases

arxiv: 2503.12222 · arxiv_version: 2503.12222v1 · doi: 10.48550/arxiv.2503.12222 · pith_short_12: W5XWCOW4VZHN · pith_short_16: W5XWCOW4VZHNNLKC · pith_short_8: W5XWCOW4

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/W5XWCOW4VZHNNLKCGSGSZG4HBZ \
  | 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: b76f613adcae4ed6ad42348d2c9b870e6e89db81a66cc278864a2fe2783e1b98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21e86d2043b92ea18b5d479bc8c9aa0f5e1bb626d218060d4582e5724a0c6ba2",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-15T18:12:16Z",
    "title_canon_sha256": "880d5b50b70ec273b22f02467ef5cc89382bc8714c40985dc17113b1ddf0dcf1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.12222",
    "kind": "arxiv",
    "version": 1
  }
}