Pith Number

pith:LAMHOLEJ

pith:2025:LAMHOLEJ5RB7PICQNNSS5IDBRU

not attested not anchored not stored refs pending

A Survey on Hypothesis Generation for Scientific Discovery in the Era of Large Language Models

Atilla Kaan Alkan, Dimitrios Tanoglidis, Ioana Ciuc\u{a}, Kartheik G. Iyer, Kevin Schawinski, Maciej Pi\'oro, Maja Jablonska, Marc Huertas-Company, Michael J. Smith, Mugdha S. Polimera, Nikhil Garuda, Pranav Khetarpal, Rishabh Chakrabarty, Sandor Kruk, Shashwat Sourav, Simone Astarita, Tirthankar Ghosal

arxiv:2504.05496 v1 · 2025-04-07 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LAMHOLEJ5RB7PICQNNSS5IDBRU}

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

3 papers in Pith

From Activation to Causality: Discovery of Causal Visual Representations in the Human Brain

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator

Receipt and verification

First computed	2026-07-05T10:45:43.369941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5818772c89ec43f7a0506b652ea0618d0326c286c9e6b006f6ffaf06029cc2e6

Aliases

arxiv: 2504.05496 · arxiv_version: 2504.05496v1 · doi: 10.48550/arxiv.2504.05496 · pith_short_12: LAMHOLEJ5RB7 · pith_short_16: LAMHOLEJ5RB7PICQ · pith_short_8: LAMHOLEJ

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/LAMHOLEJ5RB7PICQNNSS5IDBRU \
  | 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: 5818772c89ec43f7a0506b652ea0618d0326c286c9e6b006f6ffaf06029cc2e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbdc572ac3914a3ade4e32b00a98e5c834b5bdce8f7c16aea56b4494d2edbde8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-07T20:44:33Z",
    "title_canon_sha256": "e3b237c31e1495161d26437baa86890540db5e6788f5f7bae33739aa3b6bda94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05496",
    "kind": "arxiv",
    "version": 1
  }
}