Pith Number

pith:QYVUHTIQ

pith:2016:QYVUHTIQK22KJ73EUTSZJZ2ACU

not attested not anchored not stored refs pending

End-to-end LSTM-based dialog control optimized with supervised and reinforcement learning

Geoffrey Zweig, Jason D. Williams

arxiv:1606.01269 v1 · 2016-06-03 · cs.CL · 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{QYVUHTIQK22KJ73EUTSZJZ2ACU}

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	2026-05-18T01:12:54.471213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

862b43cd1056b4a4ff64a4e594e740153a54ce247c077f463b5895acdf98a8c0

Aliases

arxiv: 1606.01269 · arxiv_version: 1606.01269v1 · doi: 10.48550/arxiv.1606.01269 · pith_short_12: QYVUHTIQK22K · pith_short_16: QYVUHTIQK22KJ73E · pith_short_8: QYVUHTIQ

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/QYVUHTIQK22KJ73EUTSZJZ2ACU \
  | 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: 862b43cd1056b4a4ff64a4e594e740153a54ce247c077f463b5895acdf98a8c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "171c074d214ac1086741ae35e5eb595d0c724dd7f2104c16a7bd7b047f25ff46",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-06-03T20:32:52Z",
    "title_canon_sha256": "4cf586b9434eef1be8b2e480a558f0bf3c8c932a3478a8e0b862314dbd379e46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.01269",
    "kind": "arxiv",
    "version": 1
  }
}