Pith Number

pith:VIFTLHLC

pith:2017:VIFTLHLCN7MMB2SINX2Y3OUOP4

not attested not anchored not stored refs pending

Learning Robust Dialog Policies in Noisy Environments

Alborz Geramifard, David Whitney, Jared Casale, Jin Cao, Maryam Fazel-Zarandi, Peter Henderson, Shang-Wen Li

arxiv:1712.04034 v1 · 2017-12-11 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VIFTLHLCN7MMB2SINX2Y3OUOP4}

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	2026-05-18T00:28:09.474048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa0b359d626fd8c0ea486df58dba8e7f37c3354ab4519df9ed73c3c6a2e07e27

Aliases

arxiv: 1712.04034 · arxiv_version: 1712.04034v1 · doi: 10.48550/arxiv.1712.04034 · pith_short_12: VIFTLHLCN7MM · pith_short_16: VIFTLHLCN7MMB2SI · pith_short_8: VIFTLHLC

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/VIFTLHLCN7MMB2SINX2Y3OUOP4 \
  | 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: aa0b359d626fd8c0ea486df58dba8e7f37c3354ab4519df9ed73c3c6a2e07e27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29a4fa7e51e58a6c2ac1f25c3d1606d9b0b5a2641a3eb8be5447d3124a829089",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-12-11T21:22:01Z",
    "title_canon_sha256": "cc70f09897493087018cfcee43618598ce14d30f94a3a4330f33a37f0ddd6a54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.04034",
    "kind": "arxiv",
    "version": 1
  }
}