pith. sign in
Pith Number

pith:M24EJXFW

pith:2026:M24EJXFWCQ4SMEMSIHCT3G4VR7
not attested not anchored not stored refs pending

Bridging Chemists and AI: An Expert-Augmented Framework for Interpretable Route Evaluation

Giulia Bergonzini, Marco V. Mijangos, Mikhail Kabeshov, Ola Engkvist, Samuel Genheden, Samuel Kaski, Tat Hong Duong Le, Varvara Voinarvoska, Yujia Guo

arxiv:2605.29108 v1 · 2026-05-27 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{M24EJXFWCQ4SMEMSIHCT3G4VR7}

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 2026-05-29T01:05:18.661959Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

66b844dcb6143926119241c53d9b958fde9c59c073006c39c692760f25101b62

Aliases

arxiv: 2605.29108 · arxiv_version: 2605.29108v1 · doi: 10.48550/arxiv.2605.29108 · pith_short_12: M24EJXFWCQ4S · pith_short_16: M24EJXFWCQ4SMEMS · pith_short_8: M24EJXFW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/M24EJXFWCQ4SMEMSIHCT3G4VR7 \
  | 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: 66b844dcb6143926119241c53d9b958fde9c59c073006c39c692760f25101b62
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c455fca04b9b388bfa68cb06a54c3edd30579bd343b145b39eb2c987be1665b3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-27T21:15:51Z",
    "title_canon_sha256": "51a4f591675b6618723255ea74fb17dd58b19548696ec9cf95973b5cb6a564a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29108",
    "kind": "arxiv",
    "version": 1
  }
}