Pith Number

pith:D4ZJMLAY

pith:2024:D4ZJMLAYMSMGMEVQCMMQKEYBCG

not attested not anchored not stored refs pending

Diffusion-Reward Adversarial Imitation Learning

Chun-Mao Lai, Hsiang-Chun Wang, Min-Hung Chen, Ping-Chun Hsieh, Shao-Hua Sun, Yu-Chiang Frank Wang

arxiv:2405.16194 v4 · 2024-05-25 · 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{D4ZJMLAYMSMGMEVQCMMQKEYBCG}

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	2026-07-05T09:40:17.551847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f32962c1864986612b0131905130111a3a5cb8f866039a5545dcff971c2e959

Aliases

arxiv: 2405.16194 · arxiv_version: 2405.16194v4 · doi: 10.48550/arxiv.2405.16194 · pith_short_12: D4ZJMLAYMSMG · pith_short_16: D4ZJMLAYMSMGMEVQ · pith_short_8: D4ZJMLAY

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/D4ZJMLAYMSMGMEVQCMMQKEYBCG \
  | 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: 1f32962c1864986612b0131905130111a3a5cb8f866039a5545dcff971c2e959

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73185dfbb62d9cf3fd3e779c4d6d4d6a8c7ced709d22499c360bcea4f427c403",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-25T11:53:23Z",
    "title_canon_sha256": "4acd7664d17f1a6953d69f3e5df71a2a768daf45eb014cc91e15c1709a4134bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16194",
    "kind": "arxiv",
    "version": 4
  }
}