Pith Number

pith:5DRIVFIW

pith:2025:5DRIVFIW7OTF6X34X6FVFJQRUH

not attested not anchored not stored refs pending

Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs

Rui Xiao, Sanghwan Kim, Stephan Alaniz, Yongqin Xian, Zeynep Akata

arxiv:2510.00705 v3 · 2025-10-01 · 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{5DRIVFIW7OTF6X34X6FVFJQRUH}

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

2 papers in Pith

DenoiseRL: Bootstrapping Reasoning Models to Recover from Noisy Prefixes

Zoom Consistency: A Free Confidence Signal in Multi-Step Visual Grounding Pipelines

Receipt and verification

First computed	2026-06-29T01:15:03.274596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8e28a9516fba65f5f7cbf8b52a611a1c09f9e88ccb3d55fa80b22fc10ce379a

Aliases

arxiv: 2510.00705 · arxiv_version: 2510.00705v3 · doi: 10.48550/arxiv.2510.00705 · pith_short_12: 5DRIVFIW7OTF · pith_short_16: 5DRIVFIW7OTF6X34 · pith_short_8: 5DRIVFIW

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/5DRIVFIW7OTF6X34X6FVFJQRUH \
  | 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: e8e28a9516fba65f5f7cbf8b52a611a1c09f9e88ccb3d55fa80b22fc10ce379a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2082b75952867c02bf4b6b1b22e0f39b2b28c39c9862b5deca4255ad8dd2a86d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-10-01T09:20:51Z",
    "title_canon_sha256": "f2b9be6ae67561b86ac2a9cd05da1b2c09a14c75074770c50c74b2ce0abf250e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.00705",
    "kind": "arxiv",
    "version": 3
  }
}