Pith Number

pith:X55KYRKL

pith:2025:X55KYRKLTUXENQAM5JGYRX4RCY

not attested not anchored not stored refs pending

Value from Observations: Towards Large-Scale Imitation Learning via Self-Improvement

Abbas Abdolmaleki, Jost Tobias Springenberg, Markus Wulfmeier, Martina Zambelli, Martin Riedmiller, Michael Bloesch, Nicolas Heess, Philemon Brakel, Roland Hafner, Todor Davchev, William F Whitney

arxiv:2507.06701 v1 · 2025-07-09 · 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{X55KYRKLTUXENQAM5JGYRX4RCY}

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	2026-07-05T11:34:21.557074Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf7aac454b9d2e46c00cea4d88df91161d8d91bfc95ed102c0131c7a591df533

Aliases

arxiv: 2507.06701 · arxiv_version: 2507.06701v1 · doi: 10.48550/arxiv.2507.06701 · pith_short_12: X55KYRKLTUXE · pith_short_16: X55KYRKLTUXENQAM · pith_short_8: X55KYRKL

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/X55KYRKLTUXENQAM5JGYRX4RCY \
  | 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: bf7aac454b9d2e46c00cea4d88df91161d8d91bfc95ed102c0131c7a591df533

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd2c5d308b743d9eaf41003bd0de7e6b2c76da6730296002d547293473ff20a8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-09T09:55:23Z",
    "title_canon_sha256": "0ad8488d7e65e38822e9b7c5b74b5fa57cf7be97b1cb038e7ea872e3aa0bb11d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06701",
    "kind": "arxiv",
    "version": 1
  }
}