Pith Number

pith:LC4QMJWG

pith:2017:LC4QMJWGK5V76W5E5VU6QVNIDE

not attested not anchored not stored refs pending

A Distributional Perspective on Reinforcement Learning

Marc G. Bellemare, R\'emi Munos, Will Dabney

arxiv:1707.06887 v1 · 2017-07-21 · 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{LC4QMJWGK5V76W5E5VU6QVNIDE}

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

4 papers in Pith

DVPO: Distributional Value Modeling-based Policy Optimization for LLM Post-Training

FastDSAC: Unlocking the Potential of Maximum Entropy RL in High-Dimensional Humanoid Control

Mastering Atari with Discrete World Models

DeepMind Control Suite

Receipt and verification

First computed	2026-05-18T00:39:51.261105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58b90626c6576bff5ba4ed69e855a81929fdc8906a8441fcec0951873ce8ceaf

Aliases

arxiv: 1707.06887 · arxiv_version: 1707.06887v1 · doi: 10.48550/arxiv.1707.06887 · pith_short_12: LC4QMJWGK5V7 · pith_short_16: LC4QMJWGK5V76W5E · pith_short_8: LC4QMJWG

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/LC4QMJWGK5V76W5E5VU6QVNIDE \
  | 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: 58b90626c6576bff5ba4ed69e855a81929fdc8906a8441fcec0951873ce8ceaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37caa04b6e21e14aaf3f437f1f0faf6e239e5c4691a7fc77f62d9886905dd6d3",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-07-21T13:21:54Z",
    "title_canon_sha256": "168818ce2861f8fec60caf76b63e37c483c4f8fb37d637d01eee4254d35cdffb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.06887",
    "kind": "arxiv",
    "version": 1
  }
}