Pith Number

pith:ECSP65UF

pith:2026:ECSP65UFW7X6G3HY4XU3IBECQI

not attested not anchored not stored refs pending

Language-Critique Imitation Learning from Suboptimal Demonstrations

Chih-Han Yang, Dai-Jie Wu, Kenneth Marino, Ping-Chun Hsieh, Shao-Hua Sun, Yun-Ping Huang

arxiv:2607.01225 v1 · 2026-07-01 · cs.LG · 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{ECSP65UFW7X6G3HY4XU3IBECQI}

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	2026-07-02T01:18:33.278605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20a4ff7685b7efe36cf8e5e9b40482822c889349a95df47901144415769bcb66

Aliases

arxiv: 2607.01225 · arxiv_version: 2607.01225v1 · doi: 10.48550/arxiv.2607.01225 · pith_short_12: ECSP65UFW7X6 · pith_short_16: ECSP65UFW7X6G3HY · pith_short_8: ECSP65UF

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/ECSP65UFW7X6G3HY4XU3IBECQI \
  | 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: 20a4ff7685b7efe36cf8e5e9b40482822c889349a95df47901144415769bcb66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe8d8dc5efda4ff1ac9c60679ebefed71629c86daff25f5ea82a71988fab1fea",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-01T17:57:22Z",
    "title_canon_sha256": "4e4bf22f7fa41ed22e37a94757b20f16d9cb3851e41e59b5a4e55ad327c15a97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.01225",
    "kind": "arxiv",
    "version": 1
  }
}