Pith Number

pith:LUB73PYU

pith:2021:LUB73PYU4H6QRU2YG5GOOGOWLS

not attested not anchored not stored refs pending

Model-Advantage and Value-Aware Models for Model-Based Reinforcement Learning: Bridging the Gap in Theory and Practice

Ashwin Kalyan, Dhruv Batra, Harish Kamath, Nirbhay Modhe

arxiv:2106.14080 v2 · 2021-06-26 · 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{LUB73PYU4H6QRU2YG5GOOGOWLS}

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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	2026-07-05T03:52:13.447235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d03fdbf14e1fd08d358374ce719d65c8c6d657062d806dc11d514efe31bf924

Aliases

arxiv: 2106.14080 · arxiv_version: 2106.14080v2 · doi: 10.48550/arxiv.2106.14080 · pith_short_12: LUB73PYU4H6Q · pith_short_16: LUB73PYU4H6QRU2Y · pith_short_8: LUB73PYU

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/LUB73PYU4H6QRU2YG5GOOGOWLS \
  | 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: 5d03fdbf14e1fd08d358374ce719d65c8c6d657062d806dc11d514efe31bf924

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a2eddb53cf2cedd03ffce6dcdf4975d2522192cdedc353ad44acf28f53d14ba",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-26T20:01:28Z",
    "title_canon_sha256": "877120b574774f2b19da2b43b083ab58d11cc1f64fa3e9bc535ddb2b73511932"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.14080",
    "kind": "arxiv",
    "version": 2
  }
}