Pith Number

pith:UN25A74E

pith:2024:UN25A74EHZ6ASUFKEGESUWMT2J

not attested not anchored not stored refs pending

Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Cheng-Yu Hsieh, Dongping Chen, Ethan Shen, Linda G. Shapiro, Mahtab Bigverdi, Ranjay Krishna, Zelun Luo

arxiv:2412.03548 v2 · 2024-12-04 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UN25A74EHZ6ASUFKEGESUWMT2J}

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

5 papers in Pith

Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models

Multi-SpatialMLLM: Multi-Frame Spatial Understanding with Multi-Modal Large Language Models

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Do multimodal models imagine electric sheep?

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:45:59.997181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a375d07f843e7c0950aa21892a5993d279e841450067558ac3f661daad236be1

Aliases

arxiv: 2412.03548 · arxiv_version: 2412.03548v2 · doi: 10.48550/arxiv.2412.03548 · pith_short_12: UN25A74EHZ6A · pith_short_16: UN25A74EHZ6ASUFK · pith_short_8: UN25A74E

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/UN25A74EHZ6ASUFKEGESUWMT2J \
  | 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: a375d07f843e7c0950aa21892a5993d279e841450067558ac3f661daad236be1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "256887e12fb264be8dbbd103df32fbfb9892a6bc3773e9f0bea4b5c6040be417",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-04T18:45:35Z",
    "title_canon_sha256": "3ad9d789ad6201dd9b0407532d9892ebf5901da2fa28c91e66ce4a26c1afea75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03548",
    "kind": "arxiv",
    "version": 2
  }
}