Pith Number

pith:NWTRDBY4

pith:2019:NWTRDBY4AU5MISJP4TVII5QRLB

not attested not anchored not stored refs pending

Distributional Reinforcement Learning for Energy-Based Sequential Models

Jean-Marc Andreoli, Marc Dymetman, Tetiana Parshakova

arxiv:1912.08517 v1 · 2019-12-18 · 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{NWTRDBY4AU5MISJP4TVII5QRLB}

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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.

Cited by

1 paper in Pith

PIPA: Preference Alignment as Prior-Informed Statistical Estimation

Receipt and verification

First computed	2026-07-05T00:27:03.401765Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6da711871c053ac4492fe4ea847611586444c0121c15962569b097c36cabb3f7

Aliases

arxiv: 1912.08517 · arxiv_version: 1912.08517v1 · doi: 10.48550/arxiv.1912.08517 · pith_short_12: NWTRDBY4AU5M · pith_short_16: NWTRDBY4AU5MISJP · pith_short_8: NWTRDBY4

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/NWTRDBY4AU5MISJP4TVII5QRLB \
  | 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: 6da711871c053ac4492fe4ea847611586444c0121c15962569b097c36cabb3f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5077a5f200305e41c23a36b671765b171b91e59785f7b6fb871f96ef64e4c5d1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-18T11:05:27Z",
    "title_canon_sha256": "b80945564824ecb07e58c0d6e2895f2b1509ba59c5007e887694b030b284c1f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.08517",
    "kind": "arxiv",
    "version": 1
  }
}