Pith Number

pith:QZM55HQ3

pith:2021:QZM55HQ3M6WUM2DMP2OWYB5ZN5

not attested not anchored not stored refs pending

GAN-Based Interactive Reinforcement Learning from Demonstration and Human Evaluative Feedback

Bo He, Guangliang Li, Jie Huang, Keisuke Nakamura, Qixin Sha, Randy Gomez, Rongshun Juan

arxiv:2104.06600 v1 · 2021-04-14 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QZM55HQ3M6WUM2DMP2OWYB5ZN5}

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	2026-07-05T02:32:07.406436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8659de9e1b67ad46686c7e9d6c07b96f5aaabb91f2bbea5950fbe56821193eb6

Aliases

arxiv: 2104.06600 · arxiv_version: 2104.06600v1 · doi: 10.48550/arxiv.2104.06600 · pith_short_12: QZM55HQ3M6WU · pith_short_16: QZM55HQ3M6WUM2DM · pith_short_8: QZM55HQ3

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/QZM55HQ3M6WUM2DMP2OWYB5ZN5 \
  | 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: 8659de9e1b67ad46686c7e9d6c07b96f5aaabb91f2bbea5950fbe56821193eb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba42705023e2005bcdf3e0f85413b6ded9f5a5d2c15dd4f9326722be23654825",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-14T02:58:51Z",
    "title_canon_sha256": "e62cddd392a3acdca31ed43ddef383096723b70618bd09e3b28863d33ed0cfbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.06600",
    "kind": "arxiv",
    "version": 1
  }
}