Pith Number

pith:MZEXTZTE

pith:2016:MZEXTZTELXFOGWZ5JZJ4ZIIRR7

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Multi-Domain Dialogue Systems

Ashley Williamson, Heriberto Cuay\'ahuitl, Jacob Carse, Seunghak Yu

arxiv:1611.08675 v1 · 2016-11-26 · cs.AI · cs.CL · 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{MZEXTZTELXFOGWZ5JZJ4ZIIRR7}

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	2026-07-05T02:38:11.528432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

664979e6645dcae35b3d4e53cca1118fc26344a801544c6eb54940c0236f20ee

Aliases

arxiv: 1611.08675 · arxiv_version: 1611.08675v1 · doi: 10.48550/arxiv.1611.08675 · pith_short_12: MZEXTZTELXFO · pith_short_16: MZEXTZTELXFOGWZ5 · pith_short_8: MZEXTZTE

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/MZEXTZTELXFOGWZ5JZJ4ZIIRR7 \
  | 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: 664979e6645dcae35b3d4e53cca1118fc26344a801544c6eb54940c0236f20ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b5c7cbe24c6b9a27a27a6a9407bb645d7b6e8ec02c56b4271b8e003f94a20ac",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-11-26T07:53:22Z",
    "title_canon_sha256": "a1fd5b89cc7236e84e769955280c8be5445c41eef8a105d0ebdbd4e63631d82a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.08675",
    "kind": "arxiv",
    "version": 1
  }
}