Pith Number

pith:WR3IHYBX

pith:2016:WR3IHYBXECVU5ZKMWW5I2L5FX2

not attested not anchored not stored refs pending

SimpleDS: A Simple Deep Reinforcement Learning Dialogue System

Heriberto Cuay\'ahuitl

arxiv:1601.04574 v1 · 2016-01-18 · 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{WR3IHYBXECVU5ZKMWW5I2L5FX2}

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.

Cited by

1 paper in Pith

Deep Reinforcement Learning for Chatbots Using Clustered Actions and Human-Likeness Rewards

Receipt and verification

First computed	2026-07-05T02:38:11.412395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b47683e03720ab4ee54cb5ba8d2fa5bea303a78d796b14a2358f466b0d96ac37

Aliases

arxiv: 1601.04574 · arxiv_version: 1601.04574v1 · doi: 10.48550/arxiv.1601.04574 · pith_short_12: WR3IHYBXECVU · pith_short_16: WR3IHYBXECVU5ZKM · pith_short_8: WR3IHYBX

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/WR3IHYBXECVU5ZKMWW5I2L5FX2 \
  | 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: b47683e03720ab4ee54cb5ba8d2fa5bea303a78d796b14a2358f466b0d96ac37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fc35b516c1db8f8018643215d636cf3b1eaf9aca50489c8ef95e5a1aa007a1b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-01-18T15:37:22Z",
    "title_canon_sha256": "a1b4f87c0b26f3a7974ebbf677e36355f2da013aca2bd7c3737a91f9dcecf405"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1601.04574",
    "kind": "arxiv",
    "version": 1
  }
}