Pith Number

pith:NJX4WB54

pith:2024:NJX4WB54LYUH6OOY3ZZCQRZ6UB

not attested not anchored not stored refs pending

Improving Generalization in Visual Reasoning via Self-Ensemble

Anh-Tuan Quang-Hoang, Quang-Khai Tran, Tien-Huy Nguyen

arxiv:2410.20883 v2 · 2024-10-28 · 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{NJX4WB54LYUH6OOY3ZZCQRZ6UB}

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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

1 paper in Pith

ESC: Emotional Self-Correction for Reliable Vision-Language Models

Receipt and verification

First computed	2026-07-05T09:29:34.981410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a6fcb07bc5e287f39d8de7228473ea062ad013e153bfe7fe7e3cec2512db5e3

Aliases

arxiv: 2410.20883 · arxiv_version: 2410.20883v2 · doi: 10.48550/arxiv.2410.20883 · pith_short_12: NJX4WB54LYUH · pith_short_16: NJX4WB54LYUH6OOY · pith_short_8: NJX4WB54

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/NJX4WB54LYUH6OOY3ZZCQRZ6UB \
  | 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: 6a6fcb07bc5e287f39d8de7228473ea062ad013e153bfe7fe7e3cec2512db5e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a8b94bb860a5f3060732e2c843c3c545e21616140973cf75edd90535d4f25b1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-28T10:04:40Z",
    "title_canon_sha256": "b7b266ddb74003f7666656ccc908c75b85f472cea9ffe0fc3018dd0c80f63218"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20883",
    "kind": "arxiv",
    "version": 2
  }
}