Pith Number

pith:2CZ7Q2ZX

pith:2025:2CZ7Q2ZXT6S7OXKBOOJBOZINMB

not attested not anchored not stored refs pending

Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework

Adam Daneshmend, Andreas Demosthenous, Chen Feng, Da Li, Lu Yin, Miguel R. D. Rodrigues, Mine Orlu, Zhuo Zhi, Ziquan Liu

arxiv:2503.08308 v1 · 2025-03-11 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2CZ7Q2ZXT6S7OXKBOOJBOZINMB}

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Receipt and verification

First computed	2026-07-05T10:28:56.318800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0b3f86b379fa5f75d41739217650d606098344d095d19ace5509b6f07cb80b6

Aliases

arxiv: 2503.08308 · arxiv_version: 2503.08308v1 · doi: 10.48550/arxiv.2503.08308 · pith_short_12: 2CZ7Q2ZXT6S7 · pith_short_16: 2CZ7Q2ZXT6S7OXKB · pith_short_8: 2CZ7Q2ZX

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/2CZ7Q2ZXT6S7OXKBOOJBOZINMB \
  | 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: d0b3f86b379fa5f75d41739217650d606098344d095d19ace5509b6f07cb80b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f237d597ff3da18cff5ea4f3102ca085f347c99e0c97b18851f77cc86bc57478",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-11T11:18:53Z",
    "title_canon_sha256": "6f37fb5d54c10a7c874f920da5b643d1ed730aa72ff6817b5948b1db9a6ffff1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08308",
    "kind": "arxiv",
    "version": 1
  }
}