Pith Number

pith:RSSSNYII

pith:2019:RSSSNYIIYESPB2WFZGD4RWVMX2

not attested not anchored not stored refs pending

Ensemble-Based Deep Reinforcement Learning for Chatbots

Donghyeon Lee, Heriberto Cuay\'ahuitl, Hyungtak Choi, Inchul Hwang, Jihie Kim, Satish Indurthi, Seonghan Ryu, Seunghak Yu, Sungja Choi, Yongjin Cho

arxiv:1908.10422 v1 · 2019-08-27 · 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{RSSSNYIIYESPB2WFZGD4RWVMX2}

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	2026-07-05T00:00:17.123975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ca526e108c124f0eac5c987c8daacbebdc41a6fcfad09814c23afdc5c9e6e64

Aliases

arxiv: 1908.10422 · arxiv_version: 1908.10422v1 · doi: 10.48550/arxiv.1908.10422 · pith_short_12: RSSSNYIIYESP · pith_short_16: RSSSNYIIYESPB2WF · pith_short_8: RSSSNYII

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/RSSSNYIIYESPB2WFZGD4RWVMX2 \
  | 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: 8ca526e108c124f0eac5c987c8daacbebdc41a6fcfad09814c23afdc5c9e6e64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ac42b1e67b1555705d5aa1511bf77f6950b6e2c6f8e40cf2e7548d7950e6368",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-08-27T19:18:09Z",
    "title_canon_sha256": "d7d72b425f85d5b5cf04ddbf1a74766447cbd9f3cfd27332b4dae4f967da9cdd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.10422",
    "kind": "arxiv",
    "version": 1
  }
}