Pith Number

pith:VYCZHYLB

pith:2023:VYCZHYLB4G6RMVAXZOPJ33ZFCR

not attested not anchored not stored refs pending

Bi-Level Attention Graph Neural Networks

Roshni G. Iyer, Wei Wang, Yizhou Sun

arxiv:2304.11533 v1 · 2023-04-23 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VYCZHYLB4G6RMVAXZOPJ33ZFCR}

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

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

Receipt and verification

First computed	2026-07-05T06:03:33.988610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae0593e161e1bd165417cb9e9def251463a34ad96c97da6af89dd0afc8fcf66b

Aliases

arxiv: 2304.11533 · arxiv_version: 2304.11533v1 · doi: 10.48550/arxiv.2304.11533 · pith_short_12: VYCZHYLB4G6R · pith_short_16: VYCZHYLB4G6RMVAX · pith_short_8: VYCZHYLB

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/VYCZHYLB4G6RMVAXZOPJ33ZFCR \
  | 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: ae0593e161e1bd165417cb9e9def251463a34ad96c97da6af89dd0afc8fcf66b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f13770de1de81b8a94e5bfef4f0ee2fabf2eb7b65c77d6348a7ace7f7491016b",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-23T04:18:56Z",
    "title_canon_sha256": "687e6b63376f99135c304e543024c37a8025587e765d7849c290fb00225ce461"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11533",
    "kind": "arxiv",
    "version": 1
  }
}