Pith Number

pith:HTYYCEYT

pith:2016:HTYYCEYT5LB5KYJHW3HWGOV4GH

not attested not anchored not stored refs pending

Policy Networks with Two-Stage Training for Dialogue Systems

Hannes Schulz, Jing He, Kaheer Suleman, Layla El Asri, Mehdi Fatemi

arxiv:1606.03152 v4 · 2016-06-10 · cs.CL · 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{HTYYCEYT5LB5KYJHW3HWGOV4GH}

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	2026-05-18T01:04:49.694961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3cf1811313eac3d56127b6cf633abc31c9c9498d1669e84286499c6234992a75

Aliases

arxiv: 1606.03152 · arxiv_version: 1606.03152v4 · doi: 10.48550/arxiv.1606.03152 · pith_short_12: HTYYCEYT5LB5 · pith_short_16: HTYYCEYT5LB5KYJH · pith_short_8: HTYYCEYT

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/HTYYCEYT5LB5KYJHW3HWGOV4GH \
  | 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: 3cf1811313eac3d56127b6cf633abc31c9c9498d1669e84286499c6234992a75

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acc7fdc033e2deb323baf91e5c770a7dc6bfea2bc9398d6d3aec297e97cf7531",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-06-10T01:02:19Z",
    "title_canon_sha256": "57fdf8164a75e97e61f00082d240095d08a146d13754846ac7bbc54a98af9721"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.03152",
    "kind": "arxiv",
    "version": 4
  }
}