Pith Number

pith:GR2PBR74

pith:2025:GR2PBR74U4A73NOIL4NRG3UCMJ

not attested not anchored not stored refs pending

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling

Lichun Li, Min Chen, Ruizhao Lu, Shengda Zhuo, Shuqiang Huang, Wenqi Fan, Xiaotong Luo, Yin Tang

arxiv:2507.14182 v1 · 2025-07-12 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GR2PBR74U4A73NOIL4NRG3UCMJ}

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	2026-07-05T11:39:30.375493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3474f0c7fca701fdb5c85f1b136e8262477b7bff79b384fb142d9489b2ad45b8

Aliases

arxiv: 2507.14182 · arxiv_version: 2507.14182v1 · doi: 10.48550/arxiv.2507.14182 · pith_short_12: GR2PBR74U4A7 · pith_short_16: GR2PBR74U4A73NOI · pith_short_8: GR2PBR74

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/GR2PBR74U4A73NOIL4NRG3UCMJ \
  | 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: 3474f0c7fca701fdb5c85f1b136e8262477b7bff79b384fb142d9489b2ad45b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e4846847e41f9496cc1066efee7f78a216f5b10959c656d561252c210d81b64",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-12T11:36:26Z",
    "title_canon_sha256": "dddd84b84c5e0b1e2b64227235c8fa8c850260a2429b9a18536b90deb6378a34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14182",
    "kind": "arxiv",
    "version": 1
  }
}