Pith Number

pith:R2KZTXCX

pith:2016:R2KZTXCXSEJFZJ2RXCEIKZDMLT

not attested not anchored not stored refs pending

Personalizing a Dialogue System with Transfer Reinforcement Learning

Jiajun Li, Kaixiang Mo, Qiang Yang, Shuangyin Li, Yu Zhang

arxiv:1610.02891 v3 · 2016-10-10 · 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{R2KZTXCXSEJFZJ2RXCEIKZDMLT}

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	2026-05-18T00:43:39.593528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e9599dc5791125ca751b88885646c5cf49c401362c4f2132fc4f61c2088bab4

Aliases

arxiv: 1610.02891 · arxiv_version: 1610.02891v3 · doi: 10.48550/arxiv.1610.02891 · pith_short_12: R2KZTXCXSEJF · pith_short_16: R2KZTXCXSEJFZJ2R · pith_short_8: R2KZTXCX

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/R2KZTXCXSEJFZJ2RXCEIKZDMLT \
  | 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: 8e9599dc5791125ca751b88885646c5cf49c401362c4f2132fc4f61c2088bab4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32f8b74f017590fe3076d9d6684cb1027ea3efbf949f97f86b1514c27a1513f9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-10-10T12:51:05Z",
    "title_canon_sha256": "1d4788803fd25e4bf2aa8a60712461bbb04f13324f2285450b9305811e8f0036"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.02891",
    "kind": "arxiv",
    "version": 3
  }
}