Pith Number

pith:IB2KSPA7

pith:2026:IB2KSPA7NNBNJUWU5NPAIFKUXY

not attested not anchored not stored refs pending

EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models

Dingkun Liu, Dongrui Wu, Jiayu An, Jingwei Luo, Yaozhi Wen, Yuheng Chen, Zhenyao Cui, Zhu Chen

arxiv:2601.17883 v3 · 2026-01-25 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IB2KSPA7NNBNJUWU5NPAIFKUXY}

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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

7 papers in Pith

NeuroAtlas: Benchmarking Foundation Models for Clinical EEG and Brain-Computer Interfaces

EEG-FM-Audit: A Systematic Evaluation and Analysis Pipeline for EEG Foundation Models

Aperiodic and Low-Frequency Spectral Bias in Reconstruction based EEG Foundation Models

Dive into Waves: Morlet Spectral Transformer for Cross-Subject Emotion Decoding from EEG

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP

Receipt and verification

First computed	2026-08-04T02:09:19.452453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4074a93c1f6b42d4d2d4eb5e041554be007b7363afd0682a2d3134d9d63d7fc8

Aliases

arxiv: 2601.17883 · arxiv_version: 2601.17883v3 · doi: 10.48550/arxiv.2601.17883 · pith_short_12: IB2KSPA7NNBN · pith_short_16: IB2KSPA7NNBNJUWU · pith_short_8: IB2KSPA7

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/IB2KSPA7NNBNJUWU5NPAIFKUXY \
  | 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: 4074a93c1f6b42d4d2d4eb5e041554be007b7363afd0682a2d3134d9d63d7fc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "946b412561b73f418a280339e03b3d0a2404494b1cb49fe7f0013136441f8024",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-25T15:28:50Z",
    "title_canon_sha256": "4de7f994bfe03f2fbee1526e2717d25f0a72df24e24d4f011a1c7a8452fde344"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.17883",
    "kind": "arxiv",
    "version": 3
  }
}