Pith Number

pith:ZLATCQS7

pith:2020:ZLATCQS7N6CY6BOCRX6UUPVJAL

not attested not anchored not stored refs pending

Graph Neural Networks and Reinforcement Learning for Behavior Generation in Semantic Environments

Alois Knoll, Patrick Hart

arxiv:2006.12576 v1 · 2020-06-22 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZLATCQS7N6CY6BOCRX6UUPVJAL}

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	2026-07-05T01:12:04.071949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cac131425f6f858f05c28dfd4a3ea902f8c7753e7cba2f57a80bc7e047ef208a

Aliases

arxiv: 2006.12576 · arxiv_version: 2006.12576v1 · doi: 10.48550/arxiv.2006.12576 · pith_short_12: ZLATCQS7N6CY · pith_short_16: ZLATCQS7N6CY6BOC · pith_short_8: ZLATCQS7

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/ZLATCQS7N6CY6BOCRX6UUPVJAL \
  | 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: cac131425f6f858f05c28dfd4a3ea902f8c7753e7cba2f57a80bc7e047ef208a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "948e50895f04617ad8d0d9a3a96990e966f4616136ea322686e14958f6dccbfd",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-22T19:24:52Z",
    "title_canon_sha256": "e4f5256068d00763c79b80feb8465bc380fcecf11c88b1238e61b1fa30370d3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.12576",
    "kind": "arxiv",
    "version": 1
  }
}