Pith Number

pith:OBMSCP67

pith:2012:OBMSCP674EPCBIOVBLHQGS6AUD

not attested not anchored not stored refs pending

Value Function Approximation in Noisy Environments Using Locally Smoothed Regularized Approximate Linear Programs

Gavin Taylor, Ron Parr

arxiv:1210.4898 v1 · 2012-10-16 · cs.LG · 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{OBMSCP674EPCBIOVBLHQGS6AUD}

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	2026-05-18T03:42:55.066063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7059213fdfe11e20a1d50acf034bc0a0e4cbff6b700a4a986dde69df73182665

Aliases

arxiv: 1210.4898 · arxiv_version: 1210.4898v1 · doi: 10.48550/arxiv.1210.4898 · pith_short_12: OBMSCP674EPC · pith_short_16: OBMSCP674EPCBIOV · pith_short_8: OBMSCP67

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/OBMSCP674EPCBIOVBLHQGS6AUD \
  | 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: 7059213fdfe11e20a1d50acf034bc0a0e4cbff6b700a4a986dde69df73182665

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99a09569ee2df839c49d14696204eed43e4d2d7d27984243f279f70c6289b574",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-10-16T17:50:15Z",
    "title_canon_sha256": "6fbe391d75570af0477f94c0a459325053dbf65b638d80c4de16ae054d340801"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1210.4898",
    "kind": "arxiv",
    "version": 1
  }
}