Pith Number

pith:5SHGPZML

pith:2017:5SHGPZMLNH7YKDKIHNGMGI6KHI

not attested not anchored not stored refs pending

A unified view of entropy-regularized Markov decision processes

Anders Jonsson, Gergely Neu, Vicen\c{c} G\'omez

arxiv:1705.07798 v1 · 2017-05-22 · 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{5SHGPZMLNH7YKDKIHNGMGI6KHI}

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

13 papers in Pith

Entropic Regularization of Markov Decision Processes

Generative Modeling by Value-Driven Transport

A note on convergence of Wasserstein policy optimization

Recursive Entropic Risk Optimization in Discounted MDPs: Sample Complexity Bounds with a Generative Model

Sharp Spectral Thresholds for Logit Fixed Points

Receipt and verification

First computed	2026-05-18T00:44:04.536622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec8e67e58b69ff850d483b4cc323ca3a34900f8e2738ff3c4f4bf6120482ca37

Aliases

arxiv: 1705.07798 · arxiv_version: 1705.07798v1 · doi: 10.48550/arxiv.1705.07798 · pith_short_12: 5SHGPZMLNH7Y · pith_short_16: 5SHGPZMLNH7YKDKI · pith_short_8: 5SHGPZML

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/5SHGPZMLNH7YKDKIHNGMGI6KHI \
  | 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: ec8e67e58b69ff850d483b4cc323ca3a34900f8e2738ff3c4f4bf6120482ca37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "942caccdb968f4cb5a9d181a01bbc15016e0a58164c8017cfd187e00b822889c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-22T15:06:25Z",
    "title_canon_sha256": "34012cc621064e4e53b898ca3a72dab160de80b2c219c0bf5bd94fb289fc0716"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.07798",
    "kind": "arxiv",
    "version": 1
  }
}