Pith Number

pith:OTMW4C5C

pith:2017:OTMW4C5CHOJB2GH6LGW2YF75UH

not attested not anchored not stored refs pending

Pre-training Neural Networks with Human Demonstrations for Deep Reinforcement Learning

Gabriel V. de la Cruz Jr, Matthew E. Taylor, Yunshu Du

arxiv:1709.04083 v2 · 2017-09-12 · 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{OTMW4C5CHOJB2GH6LGW2YF75UH}

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	2026-05-17T23:49:17.961708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74d96e0ba23b921d18fe59adac17fda1cd466ddcf5c8a51e5cba59aae27f4bad

Aliases

arxiv: 1709.04083 · arxiv_version: 1709.04083v2 · doi: 10.48550/arxiv.1709.04083 · pith_short_12: OTMW4C5CHOJB · pith_short_16: OTMW4C5CHOJB2GH6 · pith_short_8: OTMW4C5C

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/OTMW4C5CHOJB2GH6LGW2YF75UH \
  | 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: 74d96e0ba23b921d18fe59adac17fda1cd466ddcf5c8a51e5cba59aae27f4bad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2b9cc1da42aa517a3d1ceb73c9f93ef0abbfe23b12308739899fe5e2355c9c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-09-12T23:17:45Z",
    "title_canon_sha256": "352e79d8a3e4c78721f51b4387f10ade41aa8939b1dfc70e060a6de949536043"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.04083",
    "kind": "arxiv",
    "version": 2
  }
}