Pith Number

pith:F2SU7MPC

pith:2019:F2SU7MPCE644LBXOW4A6PY6NLM

not attested not anchored not stored refs pending

Incremental Reinforcement Learning --- a New Continuous Reinforcement Learning Frame Based on Stochastic Differential Equation methods

Limei Cheng, Shugen Ma, Tianhao Chen, Wenchuan Jia, Yang Liu

arxiv:1908.02974 v1 · 2019-08-08 · cs.LG · 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{F2SU7MPCE644LBXOW4A6PY6NLM}

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.

Receipt and verification

First computed	2026-07-04T23:52:25.366452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ea54fb1e227b9c586eeb701e7e3cd5b0d091c95d6b597f942474fd807667347

Aliases

arxiv: 1908.02974 · arxiv_version: 1908.02974v1 · doi: 10.48550/arxiv.1908.02974 · pith_short_12: F2SU7MPCE644 · pith_short_16: F2SU7MPCE644LBXO · pith_short_8: F2SU7MPC

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/F2SU7MPCE644LBXOW4A6PY6NLM \
  | 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: 2ea54fb1e227b9c586eeb701e7e3cd5b0d091c95d6b597f942474fd807667347

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c16477a8f7dbfce720dddadc36df85a05fea3daf0fe21ea3cb301646c4dda442",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-08T08:38:11Z",
    "title_canon_sha256": "529697e5985b8ee716d822f31cf76925259a0d0050bb7c56984c2f8ed6cd3fd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.02974",
    "kind": "arxiv",
    "version": 1
  }
}