Pith Number

pith:ISUJIIQS

pith:2026:ISUJIIQSPYRBNSWWSPL62NXI3L

not attested not anchored not stored refs pending

Non-Adversarial Imitation Learning Provably Free of Compounding Errors: The Value Flow Mechanism

Chenyang Wang, Tian Xu, Xiaochen Zhai, Yang Yu, Yi-Chen Li, Ziniu Li

arxiv:2603.22713 v2 · 2026-03-24 · 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{ISUJIIQSPYRBNSWWSPL62NXI3L}

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	2026-06-23T02:12:48.505436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44a89422127e2216cad693d7ed36e8dac6fc6bd0daa48e39ae076366ca716351

Aliases

arxiv: 2603.22713 · arxiv_version: 2603.22713v2 · doi: 10.48550/arxiv.2603.22713 · pith_short_12: ISUJIIQSPYRB · pith_short_16: ISUJIIQSPYRBNSWW · pith_short_8: ISUJIIQS

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/ISUJIIQSPYRBNSWWSPL62NXI3L \
  | 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: 44a89422127e2216cad693d7ed36e8dac6fc6bd0daa48e39ae076366ca716351

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abd9d323d3494b8bf6a90e617c0d6e6bf2a8c4fb405906b6625d4d4e8ecf9d13",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-24T02:06:31Z",
    "title_canon_sha256": "6cd28489f6488a748588e70c5c853c42d8236d4c13de455a2ea7259a04774771"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.22713",
    "kind": "arxiv",
    "version": 2
  }
}