Pith Number

pith:JIVCNPXZ

pith:2024:JIVCNPXZJI7WQMRCDSQXWYKXWI

not attested not anchored not stored refs pending

VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning

Ondrej Bohdal, Timothy Hospedales, Yongshuo Zong

arxiv:2403.13164 v4 · 2024-03-19 · 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{JIVCNPXZJI7WQMRCDSQXWYKXWI}

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

6 papers in Pith

Quo Vadis, Visual In-Context Learning? A Unified Benchmark Across Domains and Tasks

Dive into the Scene: Breaking the Perceptual Bottleneck in Vision-Language Decision Making via Focus Plan Generation

MMCL-Bench: Multimodal Context Learning from Visual Rules, Procedures, and Evidence

Personal Visual Context Learning in Large Multimodal Models

QCalEval: Benchmarking Vision-Language Models for Quantum Calibration Plot Understanding

Receipt and verification

First computed	2026-07-05T10:42:11.146640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a2a26bef94a3f6832221ca17b6157b231149d123cb3a264cc393cd500dba655

Aliases

arxiv: 2403.13164 · arxiv_version: 2403.13164v4 · doi: 10.48550/arxiv.2403.13164 · pith_short_12: JIVCNPXZJI7W · pith_short_16: JIVCNPXZJI7WQMRC · pith_short_8: JIVCNPXZ

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/JIVCNPXZJI7WQMRCDSQXWYKXWI \
  | 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: 4a2a26bef94a3f6832221ca17b6157b231149d123cb3a264cc393cd500dba655

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb58bed11b14b6149f5f71bbd1ce22b966b10498e53337f9af236db3a87237a9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-19T21:31:56Z",
    "title_canon_sha256": "29a9c370a7f025d77a01a2cb95baa79599c734a8ca9462d1ba930313c9eed7e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13164",
    "kind": "arxiv",
    "version": 4
  }
}