Pith Number

pith:MVRQELBD

pith:2023:MVRQELBDABKEN4EJL2O2HEALMF

not attested not anchored not stored refs pending

Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding

Aliz\'ee Pace, Bernhard Sch\"olkopf, Gunnar R\"atsch, Guy Tennenholtz, Hugo Y\`eche

arxiv:2306.01157 v1 · 2023-06-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MVRQELBDABKEN4EJL2O2HEALMF}

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

Direct Advantage Estimation for Scalable and Sample-efficient Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:16:38.786562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6563022c23005446f0895e9da3900b61608894f2b9176007cb0de9546e065cf2

Aliases

arxiv: 2306.01157 · arxiv_version: 2306.01157v1 · doi: 10.48550/arxiv.2306.01157 · pith_short_12: MVRQELBDABKE · pith_short_16: MVRQELBDABKEN4EJ · pith_short_8: MVRQELBD

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/MVRQELBDABKEN4EJL2O2HEALMF \
  | 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: 6563022c23005446f0895e9da3900b61608894f2b9176007cb0de9546e065cf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7d40a24dded4dbf345552e4ac6ffa6336566b223fec56f8bdf2be066611ae6c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T21:27:22Z",
    "title_canon_sha256": "0b48ff52626c8f0ae10001deafa02c4264c7774cadaed56ef6bb69aa98499587"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01157",
    "kind": "arxiv",
    "version": 1
  }
}