Pith Number

pith:ELCCDI4F

pith:2023:ELCCDI4FL3C73EUZ7ULTWLNIYE

not attested not anchored not stored refs pending

STEERING: Stein Information Directed Exploration for Model-Based Reinforcement Learning

Alec Koppel, Amrit Singh Bedi, Dinesh Manocha, Furong Huang, Mengdi Wang, Souradip Chakraborty

arxiv:2301.12038 v2 · 2023-01-28 · cs.LG · cs.AI · 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{ELCCDI4FL3C73EUZ7ULTWLNIYE}

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

Maximum Total Correlation Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:52:02.074865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22c421a3855ec5fd9299fd173b2da8c1285cfd5ee29dd2e830704b2a31dcfc3a

Aliases

arxiv: 2301.12038 · arxiv_version: 2301.12038v2 · doi: 10.48550/arxiv.2301.12038 · pith_short_12: ELCCDI4FL3C7 · pith_short_16: ELCCDI4FL3C73EUZ · pith_short_8: ELCCDI4F

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/ELCCDI4FL3C73EUZ7ULTWLNIYE \
  | 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: 22c421a3855ec5fd9299fd173b2da8c1285cfd5ee29dd2e830704b2a31dcfc3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b3910c83786d22d088a41ae311d4504638c4d0f9d74997bb38a9ecba5335738",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-28T00:49:28Z",
    "title_canon_sha256": "b618e4bb00d6829ebcfae00e6a2d573504c60a1a994b8a76a2d427990acad30c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12038",
    "kind": "arxiv",
    "version": 2
  }
}