Pith. sign in
Pith Number

pith:FYTV63DL

pith:2024:FYTV63DLHZM3MQBO5H4KSKVIGN
not attested not anchored not stored refs pending

Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges

Chandan K Reddy, Parshin Shojaee

arxiv:2412.11427 v2 · 2024-12-16 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FYTV63DLHZM3MQBO5H4KSKVIGN}

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:53:08.984539Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2e275f6c6b3e59b6402ee9f8a92aa833429cd36c7909f3c09200bd61634b54f6

Aliases

arxiv: 2412.11427 · arxiv_version: 2412.11427v2 · doi: 10.48550/arxiv.2412.11427 · pith_short_12: FYTV63DLHZM3 · pith_short_16: FYTV63DLHZM3MQBO · pith_short_8: FYTV63DL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FYTV63DLHZM3MQBO5H4KSKVIGN \
  | 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: 2e275f6c6b3e59b6402ee9f8a92aa833429cd36c7909f3c09200bd61634b54f6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0f34a1490e8f06b7634cb6bef24d7d7c02c449bc0ca0b87006b1db2ed0085cc8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T03:52:20Z",
    "title_canon_sha256": "c2b6792cc72b692047caa3b6398fb8b7cab5b17fb0cca9933dd8e38ad16ce576"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11427",
    "kind": "arxiv",
    "version": 2
  }
}