Pith Number

pith:HZGDWEAG

pith:2023:HZGDWEAGZKMDALWEMJRTKJYHJ2

not attested not anchored not stored refs pending

Investigating Reinforcement Learning for Communication Strategies in a Task-Initiative Setting

Baber Khalid, Matthew Stone

arxiv:2308.01479 v1 · 2023-08-03 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZGDWEAGZKMDALWEMJRTKJYHJ2}

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	2026-07-05T06:37:19.101082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e4c3b1006ca98302ec462633527074e891d399010772cf915141d3a237c2aa7

Aliases

arxiv: 2308.01479 · arxiv_version: 2308.01479v1 · doi: 10.48550/arxiv.2308.01479 · pith_short_12: HZGDWEAGZKMD · pith_short_16: HZGDWEAGZKMDALWE · pith_short_8: HZGDWEAG

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/HZGDWEAGZKMDALWEMJRTKJYHJ2 \
  | 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: 3e4c3b1006ca98302ec462633527074e891d399010772cf915141d3a237c2aa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54d224056eed4153c3b7e79862b77cb462393be855341a583cc77a4d924ff1ca",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-03T00:10:23Z",
    "title_canon_sha256": "cfc5ea470289d5d64dec2173cd01c68c15438c697757a56ffd1b1e1fbc858a43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.01479",
    "kind": "arxiv",
    "version": 1
  }
}