Pith Number

pith:L2PCKY7D

pith:2017:L2PCKY7DI5ZKPULJTS2MMEZ3T4

not attested not anchored not stored refs pending

Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning

Geoffrey Zweig, Jason D. Williams, Kavosh Asadi

arxiv:1702.03274 v2 · 2017-02-10 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L2PCKY7DI5ZKPULJTS2MMEZ3T4}

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	2026-05-18T00:45:53.910778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e9e2563e34772a7d1699cb4c6133b9f2e18202bc50aa0e41a86751f2956e674

Aliases

arxiv: 1702.03274 · arxiv_version: 1702.03274v2 · doi: 10.48550/arxiv.1702.03274 · pith_short_12: L2PCKY7DI5ZK · pith_short_16: L2PCKY7DI5ZKPULJ · pith_short_8: L2PCKY7D

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/L2PCKY7DI5ZKPULJTS2MMEZ3T4 \
  | 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: 5e9e2563e34772a7d1699cb4c6133b9f2e18202bc50aa0e41a86751f2956e674

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c3cf49d88af597162506d59207d5d4164a61c3b3dbc77f96df73e9ce7b6f468",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-02-10T18:24:13Z",
    "title_canon_sha256": "25e26d1dbd27607ebbb99beb7e798c4dbad21535cd0084fe55f104a314d8bcf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.03274",
    "kind": "arxiv",
    "version": 2
  }
}