Pith Number

pith:AT3RYEHQ

pith:2015:AT3RYEHQPWPBGJRFX544V3H6G6

not attested not anchored not stored refs pending

Recurrent Reinforcement Learning: A Hybrid Approach

Jianfeng Gao, Jianshu Chen, Ji He, Li Deng, Lihong Li, Xiaodong He, Xiujun Li

arxiv:1509.03044 v2 · 2015-09-10 · cs.LG · cs.AI · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AT3RYEHQPWPBGJRFX544V3H6G6}

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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

Shaping Belief States with Generative Environment Models for RL

Receipt and verification

First computed	2026-05-18T01:26:31.243609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04f71c10f07d9e132625bf79caecfe37ac07f65ff8e89d60975e07a066d98961

Aliases

arxiv: 1509.03044 · arxiv_version: 1509.03044v2 · doi: 10.48550/arxiv.1509.03044 · pith_short_12: AT3RYEHQPWPB · pith_short_16: AT3RYEHQPWPBGJRF · pith_short_8: AT3RYEHQ

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/AT3RYEHQPWPBGJRFX544V3H6G6 \
  | 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: 04f71c10f07d9e132625bf79caecfe37ac07f65ff8e89d60975e07a066d98961

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78b646ea258c799b5efa0b1209c52dd3f5c2ed7a04326062017f216d87ea7f7e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-09-10T07:45:30Z",
    "title_canon_sha256": "e5cb3795d3956aa4315c4c87f3692e3d80ea9f43fffac2229f334392567b0d37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1509.03044",
    "kind": "arxiv",
    "version": 2
  }
}