Pith Number

pith:327AZAHV

pith:2024:327AZAHVZILCZOSMCVOA3BCL7S

not attested not anchored not stored refs pending

To the Max: Reinventing Reward in Reinforcement Learning

Grigorii Veviurko, Mathijs de Weerdt, Wendelin B\"ohmer

arxiv:2402.01361 v2 · 2024-02-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{327AZAHVZILCZOSMCVOA3BCL7S}

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

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

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Receipt and verification

First computed	2026-07-05T10:18:34.776087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

debe0c80f5ca162cba4c155c0d844bfc9b2ec8e0221c5629266727a903b1e978

Aliases

arxiv: 2402.01361 · arxiv_version: 2402.01361v2 · doi: 10.48550/arxiv.2402.01361 · pith_short_12: 327AZAHVZILC · pith_short_16: 327AZAHVZILCZOSM · pith_short_8: 327AZAHV

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/327AZAHVZILCZOSMCVOA3BCL7S \
  | 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: debe0c80f5ca162cba4c155c0d844bfc9b2ec8e0221c5629266727a903b1e978

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4f82ab98267fac5e025ce1e206ed71dd0c7895c7246dd47a656ec77efe7780a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T12:29:18Z",
    "title_canon_sha256": "a48e6f05e7db7f0b0994b1afaf89c2100c8f73f5358094578a04e5c41039013c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01361",
    "kind": "arxiv",
    "version": 2
  }
}