Pith Number

pith:AEGEVRCF

pith:2019:AEGEVRCFLNDAXNMASPGH5VHRLH

not attested not anchored not stored refs pending

Trust Region Value Optimization using Kalman Filtering

Shie Mannor, Shirli Di-Castro Shashua

arxiv:1901.07860 v1 · 2019-01-23 · 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{AEGEVRCFLNDAXNMASPGH5VHRLH}

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

K-Score: Kalman Filter as a Principled Alternative to Reward Normalization in Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:55:39.589607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

010c4ac4455b460bb58093cc7ed4f159f7572804775e4759c79292606e07c35f

Aliases

arxiv: 1901.07860 · arxiv_version: 1901.07860v1 · doi: 10.48550/arxiv.1901.07860 · pith_short_12: AEGEVRCFLNDA · pith_short_16: AEGEVRCFLNDAXNMA · pith_short_8: AEGEVRCF

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/AEGEVRCFLNDAXNMASPGH5VHRLH \
  | 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: 010c4ac4455b460bb58093cc7ed4f159f7572804775e4759c79292606e07c35f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1261c06cc5ee551424e44c16fdf3e71b904902d632fd8b5ece469b139ec75db1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-23T13:09:31Z",
    "title_canon_sha256": "bf8a54921e0a0fec5bdd9ded700cf80ca38612c57111c905deeea3b377219b63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.07860",
    "kind": "arxiv",
    "version": 1
  }
}