Pith Number

pith:PAZ3BP7C

pith:2020:PAZ3BP7C2YBCYRYD6RX6MGMZXQ

not attested not anchored not stored refs pending

Deep Sets for Generalization in RL

C\'edric Colas, Cl\'ement Moulin-Frier, Laetitia Teodorescu, Pierre-Yves Oudeyer, Tristan Karch

arxiv:2003.09443 v1 · 2020-03-20 · 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{PAZ3BP7C2YBCYRYD6RX6MGMZXQ}

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	2026-07-05T00:55:47.709843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7833b0bfe2d6022c4703f46fe61999bc21421a707efc7a3ffcf9386b7f1d511f

Aliases

arxiv: 2003.09443 · arxiv_version: 2003.09443v1 · doi: 10.48550/arxiv.2003.09443 · pith_short_12: PAZ3BP7C2YBC · pith_short_16: PAZ3BP7C2YBCYRYD · pith_short_8: PAZ3BP7C

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/PAZ3BP7C2YBCYRYD6RX6MGMZXQ \
  | 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: 7833b0bfe2d6022c4703f46fe61999bc21421a707efc7a3ffcf9386b7f1d511f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de5615c6bb6cf3d4aae9b90c222d3e1ce51f15ea084f53dee2a6991e53a8250a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-20T18:22:40Z",
    "title_canon_sha256": "f64f4d3c6c442399e5f06e960770b3e87a0bbc56440bf060f2d9756b30f30d7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09443",
    "kind": "arxiv",
    "version": 1
  }
}