Pith Number

pith:U3JBUC6Y

pith:2015:U3JBUC6YQTQAVJY4F236MXUI5S

not attested not anchored not stored refs pending

Strategic Dialogue Management via Deep Reinforcement Learning

Heriberto Cuay\'ahuitl, Oliver Lemon, Simon Keizer

arxiv:1511.08099 v1 · 2015-11-25 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U3JBUC6YQTQAVJY4F236MXUI5S}

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	2026-05-18T01:25:56.693234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6d21a0bd884e00aa71c2eb7e65e88ec987115ca1dd15afbb1e2c9e359f2b9c7

Aliases

arxiv: 1511.08099 · arxiv_version: 1511.08099v1 · doi: 10.48550/arxiv.1511.08099 · pith_short_12: U3JBUC6YQTQA · pith_short_16: U3JBUC6YQTQAVJY4 · pith_short_8: U3JBUC6Y

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/U3JBUC6YQTQAVJY4F236MXUI5S \
  | 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: a6d21a0bd884e00aa71c2eb7e65e88ec987115ca1dd15afbb1e2c9e359f2b9c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99ad4b979e9e3c85668df0d2cf71c048f61e3f4ea95b6e6474779625eddc5612",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2015-11-25T15:48:59Z",
    "title_canon_sha256": "fd671c222c887a1fe737f90f0b5c5dac250da358be48f9cef3c312433d32aa12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.08099",
    "kind": "arxiv",
    "version": 1
  }
}