Pith Number

pith:GXVWYFRF

pith:2026:GXVWYFRFQ3KXQVMDJ6GU2DV4QE

not attested not anchored not stored refs pending

SciDER: Scientific Data-centric End-to-end Researcher

Ke Lin, Owais Aijaz, Preslav Nakov, Xuehang Guo, Yilin Lu, Yiyang Luo

SciDER deploys specialized agents to turn raw scientific data directly into hypotheses, experimental designs, and executable code.

arxiv:2603.01421 v3 · 2026-03-02 · cs.AI · 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{GXVWYFRFQ3KXQVMDJ6GU2DV4QE}

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.

Claims

C1strongest claim

Evaluation on three benchmarks shows SciDER excels in specialized data-driven scientific discovery and outperforms general-purpose agents and state-of-the-art models through its self-evolving memory and critic-led feedback loop.

C2weakest assumption

That specialized collaborative agents can reliably parse and analyze arbitrary raw scientific data to produce hypotheses and experimental designs that are meaningfully grounded in the specific characteristics of that data.

C3one line summary

SciDER introduces a data-centric end-to-end multi-agent system that automates the scientific research lifecycle from raw data analysis to code execution and outperforms general-purpose agents on three benchmarks via self-evolving memory and critic feedback.

Receipt and verification

First computed	2026-06-04T01:09:47.797035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35eb6c162586d57855834f8d4d0ebc81160ba45bed046e142d732fb5d1b0ef01

Aliases

arxiv: 2603.01421 · arxiv_version: 2603.01421v3 · doi: 10.48550/arxiv.2603.01421 · pith_short_12: GXVWYFRFQ3KX · pith_short_16: GXVWYFRFQ3KXQVMD · pith_short_8: GXVWYFRF

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/GXVWYFRFQ3KXQVMDJ6GU2DV4QE \
  | 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: 35eb6c162586d57855834f8d4d0ebc81160ba45bed046e142d732fb5d1b0ef01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dde70a24996cf822a67002c91d3475d642207674976b12680410349d673a91e9",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-03-02T03:53:20Z",
    "title_canon_sha256": "9228061c29cf4769b886da6cf5588cf318a5c24478a507f032b7478a6f240328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.01421",
    "kind": "arxiv",
    "version": 3
  }
}