Pith Number

pith:4NJBO4Q4

pith:2017:4NJBO4Q42TVQJ5RXDLWNH6RSDT

not attested not anchored not stored refs pending

Effective Warm Start for the Online Actor-Critic Reinforcement Learning based mHealth Intervention

Feiyun Zhu, Peng Liao

arxiv:1704.04866 v3 · 2017-04-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NJBO4Q42TVQJ5RXDLWNH6RSDT}

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	2026-05-18T00:44:08.608086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e35217721cd4eb04f6371aecd3fa321cf6644905d5fa79e9af50abf99584d579

Aliases

arxiv: 1704.04866 · arxiv_version: 1704.04866v3 · doi: 10.48550/arxiv.1704.04866 · pith_short_12: 4NJBO4Q42TVQ · pith_short_16: 4NJBO4Q42TVQJ5RX · pith_short_8: 4NJBO4Q4

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/4NJBO4Q42TVQJ5RXDLWNH6RSDT \
  | 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: e35217721cd4eb04f6371aecd3fa321cf6644905d5fa79e9af50abf99584d579

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bd2b0a37feb2772cc8b307ea41a0ed67b80fcfebf1882e039a3ed90e2af1ebf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-04-17T04:43:05Z",
    "title_canon_sha256": "edc074be2dbb97340a7adaf9c71bfce1135642d44e8a8a669569220869bc14b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.04866",
    "kind": "arxiv",
    "version": 3
  }
}