Pith Number

pith:3L2STC2L

pith:2024:3L2STC2LFVOEFME7BMPTBANKUE

not attested not anchored not stored refs pending

A Research Agenda for Usability and Generalisation in Reinforcement Learning

Dennis J.N.J. Soemers, Kurt Driessens, Mark H.M. Winands, Spyridon Samothrakis

arxiv:2412.16970 v2 · 2024-12-22 · 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{3L2STC2LFVOEFME7BMPTBANKUE}

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	2026-07-05T11:51:20.399841Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

daf5298b4b2d5c42b09f0b1f3081aaa1213b81d30ed704b2ec51c4ff6ef5954b

Aliases

arxiv: 2412.16970 · arxiv_version: 2412.16970v2 · doi: 10.48550/arxiv.2412.16970 · pith_short_12: 3L2STC2LFVOE · pith_short_16: 3L2STC2LFVOEFME7 · pith_short_8: 3L2STC2L

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/3L2STC2LFVOEFME7BMPTBANKUE \
  | 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: daf5298b4b2d5c42b09f0b1f3081aaa1213b81d30ed704b2ec51c4ff6ef5954b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ab15179b46343347108d337ceb4e6ddd4e86edf9b4d63adca9e25a868d9627f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-22T11:02:13Z",
    "title_canon_sha256": "94f7ffc9fd9bb9e4cb78499a98892c97609f19832f22e344804a10441a3e6d76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16970",
    "kind": "arxiv",
    "version": 2
  }
}