Pith Number

pith:UESA24WW

pith:2018:UESA24WWL4TFKHXX7QVFP636TX

not attested not anchored not stored refs pending

Dialogue Generation: From Imitation Learning to Inverse Reinforcement Learning

Julia Kiseleva, Maarten de Rijke, Ziming Li

arxiv:1812.03509 v1 · 2018-12-09 · 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{UESA24WWL4TFKHXX7QVFP636TX}

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

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

Receipt and verification

First computed	2026-05-17T23:58:46.107242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1240d72d65f26551ef7fc2a57fb7e9df176f0f2f260b2048e0c100e456851a3

Aliases

arxiv: 1812.03509 · arxiv_version: 1812.03509v1 · doi: 10.48550/arxiv.1812.03509 · pith_short_12: UESA24WWL4TF · pith_short_16: UESA24WWL4TFKHXX · pith_short_8: UESA24WW

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/UESA24WWL4TFKHXX7QVFP636TX \
  | 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: a1240d72d65f26551ef7fc2a57fb7e9df176f0f2f260b2048e0c100e456851a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26a0dbe0086ddabf820dbaefad82f8b57bd4a3ae16ba3e9e45bf523ae1baa47c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-12-09T16:05:43Z",
    "title_canon_sha256": "5e869f315b06dd79d61de52444997945be8d04f5951a160f489e5d3185c65435"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.03509",
    "kind": "arxiv",
    "version": 1
  }
}