Pith Number

pith:MS6FUXMU

pith:2021:MS6FUXMUAXBNC65KSBVBUGUZXH

not attested not anchored not stored refs pending

Policy Information Capacity: Information-Theoretic Measure for Task Complexity in Deep Reinforcement Learning

Hiroki Furuta, Ofir Nachum, Sergey Levine, Shixiang Shane Gu, Tadashi Kozuno, Tatsuya Matsushima, Yutaka Matsuo

arxiv:2103.12726 v2 · 2021-03-23 · 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{MS6FUXMUAXBNC65KSBVBUGUZXH}

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

DAWM: Diffusion Action World Models for Offline Reinforcement Learning via Action-Inferred Transitions

Receipt and verification

First computed	2026-07-05T02:44:36.547799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64bc5a5d9405c2d17baa906a1a1a99b9c78e4f7c45a6862bc71ea008fcb903d6

Aliases

arxiv: 2103.12726 · arxiv_version: 2103.12726v2 · doi: 10.48550/arxiv.2103.12726 · pith_short_12: MS6FUXMUAXBN · pith_short_16: MS6FUXMUAXBNC65K · pith_short_8: MS6FUXMU

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/MS6FUXMUAXBNC65KSBVBUGUZXH \
  | 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: 64bc5a5d9405c2d17baa906a1a1a99b9c78e4f7c45a6862bc71ea008fcb903d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07dcc1ef1aeab67b5bbd6d69f98d27813118c745db39ad7495b825a866ab3f7b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-23T17:49:50Z",
    "title_canon_sha256": "f825ec10723be09e877cdf4904d6ddcadb0ff8fe9617b300215fb08321c04132"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.12726",
    "kind": "arxiv",
    "version": 2
  }
}