Pith Number

pith:AM3KFUZR

pith:2023:AM3KFUZRIWNR27Y26A2JVSOCWO

not attested not anchored not stored refs pending

Is Imitation All You Need? Generalized Decision-Making with Dual-Phase Training

Ashish Kapoor, Ratnesh Madaan, Rogerio Bonatti, Ruijie Zheng, Sai Vemprala, Shuang Ma, Shuhang Chen, Yanchao Sun, Yao Wei, Zhongjie Ba

arxiv:2307.07909 v3 · 2023-07-16 · 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{AM3KFUZRIWNR27Y26A2JVSOCWO}

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	2026-07-05T06:58:41.322427Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0336a2d331459b1d7f1af0349ac9c2b3bd7a5dfbe84526137e6b135c53218da4

Aliases

arxiv: 2307.07909 · arxiv_version: 2307.07909v3 · doi: 10.48550/arxiv.2307.07909 · pith_short_12: AM3KFUZRIWNR · pith_short_16: AM3KFUZRIWNR27Y2 · pith_short_8: AM3KFUZR

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/AM3KFUZRIWNR27Y26A2JVSOCWO \
  | 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: 0336a2d331459b1d7f1af0349ac9c2b3bd7a5dfbe84526137e6b135c53218da4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "981bf88f9ebf3b768de676ef07931d9ba25930442f0785ee8b5fd30de3a7bd16",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-16T00:34:12Z",
    "title_canon_sha256": "b61b49874c2dbdd3c16cf55f511af48dd8948721e261c353c711ad7e6d94e466"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07909",
    "kind": "arxiv",
    "version": 3
  }
}