Pith Number

pith:4COXRVUI

pith:2025:4COXRVUI5OXITNKIIH3O3WLVIS

not attested not anchored not stored refs pending

Human in the Latent Loop (HILL): Interactively Guiding Model Training Through Human Intuition

Bo Zhou, Daniel Geissler, David Habusch, Jakob Karolus, Lars Krupp, Paul Lukowicz, Vishal Banwari

arxiv:2505.06325 v1 · 2025-05-09 · 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{4COXRVUI5OXITNKIIH3O3WLVIS}

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	2026-07-05T11:01:07.465402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e09d78d688ebae89b54841f6edd975449fee1ddbda556bee0eb83d164f6f549b

Aliases

arxiv: 2505.06325 · arxiv_version: 2505.06325v1 · doi: 10.48550/arxiv.2505.06325 · pith_short_12: 4COXRVUI5OXI · pith_short_16: 4COXRVUI5OXITNKI · pith_short_8: 4COXRVUI

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/4COXRVUI5OXITNKIIH3O3WLVIS \
  | 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: e09d78d688ebae89b54841f6edd975449fee1ddbda556bee0eb83d164f6f549b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e2063e46a83ce6da3535e2694b8b62209a72836be765892ace0560d6548b619",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-09T06:17:46Z",
    "title_canon_sha256": "3a186ccc63ecfc08c9da0d9c31e8c5c444d518905d4ba1c46bbc92319ca547dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06325",
    "kind": "arxiv",
    "version": 1
  }
}