Pith Number

pith:PJBUN2KA

pith:2017:PJBUN2KA4O2MZI4ROJS2TBTITV

not attested not anchored not stored refs pending

A Deep Reinforcement Learning Chatbot

Alexandre de Brebisson, Alexandre Nguyen, Chinnadhurai Sankar, Dendi Suhubdy, Iulian V. Serban, Joelle Pineau, Jose M. R. Sotelo, Mathieu Germain, Michael Pieper, Nan Rosemary Ke, Sai Rajeshwar, Saizheng Zhang, Sandeep Subramanian, Sarath Chandar, Taesup Kim, Vincent Michalski, Yoshua Bengio, Zhouhan Lin

arxiv:1709.02349 v2 · 2017-09-07 · cs.CL · cs.AI · cs.LG · cs.NE · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJBUN2KA4O2MZI4ROJS2TBTITV}

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

3 papers in Pith

Emotionally-Aware Chatbots: A Survey

Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog

MiniLLM: On-Policy Distillation of Large Language Models

Receipt and verification

First computed	2026-05-18T00:31:18.740953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a4346e940e3b4cca3917265a986689d4fdd3fa8bb0879670e92ca4da5484e20

Aliases

arxiv: 1709.02349 · arxiv_version: 1709.02349v2 · doi: 10.48550/arxiv.1709.02349 · pith_short_12: PJBUN2KA4O2M · pith_short_16: PJBUN2KA4O2MZI4R · pith_short_8: PJBUN2KA

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/PJBUN2KA4O2MZI4ROJS2TBTITV \
  | 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: 7a4346e940e3b4cca3917265a986689d4fdd3fa8bb0879670e92ca4da5484e20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99c0cc166e3cb143b8aa1bb93008dfecf367f690c842941b9a9730054419e2cd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-09-07T16:51:09Z",
    "title_canon_sha256": "eb333e8ce922249ed3f6381b3a3f65d04f4ae0d9e412f20f30a8e134021c1025"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.02349",
    "kind": "arxiv",
    "version": 2
  }
}