Pith Number

pith:4AAY4RFR

pith:2017:4AAY4RFROTCEZ57JQ2LINJPLWR

not attested not anchored not stored refs pending

Multi-step Reinforcement Learning: A Unifying Algorithm

G. Zacharias Holland, J. Fernando Hernandez-Garcia, Kristopher De Asis, Richard S. Sutton

arxiv:1703.01327 v2 · 2017-03-03 · cs.AI · 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{4AAY4RFROTCEZ57JQ2LINJPLWR}

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

2 papers in Pith

Long-Horizon Q-Learning: Accurate Value Learning via n-Step Inequalities

Receipt and verification

First computed	2026-05-18T00:13:37.926843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0018e44b174c44cf7e9869686a5ebb4518bd39cf319c7215bec60567a3d2dbc

Aliases

arxiv: 1703.01327 · arxiv_version: 1703.01327v2 · doi: 10.48550/arxiv.1703.01327 · pith_short_12: 4AAY4RFROTCE · pith_short_16: 4AAY4RFROTCEZ57J · pith_short_8: 4AAY4RFR

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/4AAY4RFROTCEZ57JQ2LINJPLWR \
  | 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: e0018e44b174c44cf7e9869686a5ebb4518bd39cf319c7215bec60567a3d2dbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c8927dca16f4b1118fdbe3a58e8b6511d1f2d5f9cd51aa6fd94520f7fbf8413",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-03-03T20:19:08Z",
    "title_canon_sha256": "b48f1fd13340b3b1c4b3394b46e674918616be1165b723f00d0f7c6253435c77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.01327",
    "kind": "arxiv",
    "version": 2
  }
}