Pith Number

pith:YVKZGV7U

pith:2021:YVKZGV7UIPHPV4BWYZJVOOI52V

not attested not anchored not stored refs pending

A Spectral Approach to Off-Policy Evaluation for POMDPs

Nan Jiang, Yash Nair

arxiv:2109.10502 v1 · 2021-09-22 · 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{YVKZGV7UIPHPV4BWYZJVOOI52V}

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

The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability

Receipt and verification

First computed	2026-07-05T03:16:37.092752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5559357f443cefaf036c65357391dd57899ec1b5f469fd4b338ddebca2cb025

Aliases

arxiv: 2109.10502 · arxiv_version: 2109.10502v1 · doi: 10.48550/arxiv.2109.10502 · pith_short_12: YVKZGV7UIPHP · pith_short_16: YVKZGV7UIPHPV4BW · pith_short_8: YVKZGV7U

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/YVKZGV7UIPHPV4BWYZJVOOI52V \
  | 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: c5559357f443cefaf036c65357391dd57899ec1b5f469fd4b338ddebca2cb025

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "254dfec8c6ba177b55c4fdb36c10d2cf86c30b06cb946e894df0c664513c79ad",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-22T03:36:51Z",
    "title_canon_sha256": "982f99738e463e81000aa0cfede12cf1f97978959461d881d1d22b509b2f00f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.10502",
    "kind": "arxiv",
    "version": 1
  }
}