Pith Number

pith:L7LHOMQK

pith:2021:L7LHOMQKQSNPPPLL3LCUV3FCKY

not attested not anchored not stored refs pending

Causal Reinforcement Learning using Observational and Interventional Data

Damien Grasset, Guillaume Gaudron, Maxime Gasse, Pierre-Yves Oudeyer

arxiv:2106.14421 v1 · 2021-06-28 · 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{L7LHOMQKQSNPPPLL3LCUV3FCKY}

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

1 paper in Pith

Multi-task Linear Regression without Eigenvalue Lower Bounds: Adaptivity, Robustness, and Safety

Receipt and verification

First computed	2026-07-05T02:52:50.697397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fd677320a849af7bd6bdac54aeca2560d31a85e463ee40bf82e114d492ba9d4

Aliases

arxiv: 2106.14421 · arxiv_version: 2106.14421v1 · doi: 10.48550/arxiv.2106.14421 · pith_short_12: L7LHOMQKQSNP · pith_short_16: L7LHOMQKQSNPPPLL · pith_short_8: L7LHOMQK

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/L7LHOMQKQSNPPPLL3LCUV3FCKY \
  | 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: 5fd677320a849af7bd6bdac54aeca2560d31a85e463ee40bf82e114d492ba9d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "983ecf8896d9600df5f627f50d61d1295e8c79f49b0d46bdbc75d801df838c6d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-28T06:58:20Z",
    "title_canon_sha256": "f5dffe8a8ad5f04a26faeafaceb8801f0c4fadf13fa86050983b2b5ceb06ae90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.14421",
    "kind": "arxiv",
    "version": 1
  }
}