Pith Number

pith:4AMFVHM4

pith:2025:4AMFVHM4SLQCXJDUU5GJ5UM46M

not attested not anchored not stored refs pending

Imitation Learning via Focused Satisficing

Ali Farajzadeh, Brian Ziebart, Nikolaos Agadakos, Rushit N. Shah, Sanjiban Choudhury, Synthia Sasulski

arxiv:2505.14820 v2 · 2025-05-20 · 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{4AMFVHM4SLQCXJDUU5GJ5UM46M}

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	2026-07-05T11:09:14.487137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0185a9d9c92e02ba474a74c9ed19cf33bd6ba8ffc1abf83e83c6280e0b9dfac

Aliases

arxiv: 2505.14820 · arxiv_version: 2505.14820v2 · doi: 10.48550/arxiv.2505.14820 · pith_short_12: 4AMFVHM4SLQC · pith_short_16: 4AMFVHM4SLQCXJDU · pith_short_8: 4AMFVHM4

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/4AMFVHM4SLQCXJDUU5GJ5UM46M \
  | 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: e0185a9d9c92e02ba474a74c9ed19cf33bd6ba8ffc1abf83e83c6280e0b9dfac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5abf6b336961314b2770c8064017d59546de73aa6aa655afc7c27e3ba1d5604",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T18:36:52Z",
    "title_canon_sha256": "8e45ed864bd93d75159433a761b949ba450e478750ccf74e4b2a195c7ee8de7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14820",
    "kind": "arxiv",
    "version": 2
  }
}