Pith Number

pith:6BLUU7LA

pith:2024:6BLUU7LARYOENY3RT6CMX6CSIF

not attested not anchored not stored refs pending

SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization

Chaoya Jiang, Fei Huang, Haiyang Xu, Hongrui Jia, Ji Zhang, Mengfan Dong, Ming Yan, Shikun Zhang, Wei Ye

arxiv:2411.11909 v2 · 2024-11-17 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6BLUU7LARYOENY3RT6CMX6CSIF}

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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

Why Multimodal In-Context Learning Lags Behind? Unveiling the Inner Mechanisms and Bottlenecks

Receipt and verification

First computed	2026-07-05T09:39:29.461203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0574a7d608e1c46e3719f84cbf852414b0088a7557dd2b1110d771e8f991876

Aliases

arxiv: 2411.11909 · arxiv_version: 2411.11909v2 · doi: 10.48550/arxiv.2411.11909 · pith_short_12: 6BLUU7LARYOE · pith_short_16: 6BLUU7LARYOENY3R · pith_short_8: 6BLUU7LA

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/6BLUU7LARYOENY3RT6CMX6CSIF \
  | 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: f0574a7d608e1c46e3719f84cbf852414b0088a7557dd2b1110d771e8f991876

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba5403ad9c6059a33ec73646e092a0f220f3af7329eb93896fc06bc240e3c8be",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-17T08:29:14Z",
    "title_canon_sha256": "6ad1f2e57b98bf32176f821f24180614c042adbefb474f2a17ce00d42ae6a2d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11909",
    "kind": "arxiv",
    "version": 2
  }
}