Pith Number

pith:Z4WR6H3X

pith:2019:Z4WR6H3X3OIJ766S3EOHRGYTFR

not attested not anchored not stored refs pending

Learning Dynamics Model in Reinforcement Learning by Incorporating the Long Term Future

Ahmed Touati, Amanpreet Singh, Anirudh Goyal, Devi Parikh, Dhruv Batra, Nan Rosemary Ke, Yoshua Bengio

arxiv:1903.01599 v2 · 2019-03-05 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z4WR6H3X3OIJ766S3EOHRGYTFR}

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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

HAEPO: History-Aggregated Exploratory Policy Optimization

Receipt and verification

First computed	2026-05-17T23:51:09.294026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf2d1f1f77db909ffbd2d91c789b132c5494ac92a388a06b269a6c1443bcc298

Aliases

arxiv: 1903.01599 · arxiv_version: 1903.01599v2 · doi: 10.48550/arxiv.1903.01599 · pith_short_12: Z4WR6H3X3OIJ · pith_short_16: Z4WR6H3X3OIJ766S · pith_short_8: Z4WR6H3X

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/Z4WR6H3X3OIJ766S3EOHRGYTFR \
  | 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: cf2d1f1f77db909ffbd2d91c789b132c5494ac92a388a06b269a6c1443bcc298

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a42de9c9b8618644d97449ed968dd56f670ebdb65a0e08c2f201702fe3196918",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-03-05T00:15:21Z",
    "title_canon_sha256": "055d749ad3bc391c612c7536f754723d12efdf915f480dba3cfd873201b3bbeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.01599",
    "kind": "arxiv",
    "version": 2
  }
}