Pith Number

pith:FXMADGMT

pith:2024:FXMADGMTIVBU7INT2OHHBYGWG3

not attested not anchored not stored refs pending

MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Bozhong Tian, Chenxi Wang, Haoming Xu, Huajun Chen, Ningyu Zhang, Shumin Deng, Xiang Chen

arxiv:2410.11779 v2 · 2024-10-15 · cs.CL · cs.AI · cs.CV · cs.LG · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FXMADGMTIVBU7INT2OHHBYGWG3}

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

10 papers in Pith

Rethinking Visual Neglect: Steering via Context-Preference for MLLM Hallucination Mitigation

EAGLE: Expert-Augmented Attention Guidance for Tuning-Free Industrial Anomaly Detection in Multimodal Large Language Models

Not Blind but Silenced: Rebalancing Vision and Language via Adversarial Counter-Commonsense Equilibrium

Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T10:18:43.346325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dd801999345434fa1b3d38e70e0d636c109ee32faf645aa09ef27676c09f26e

Aliases

arxiv: 2410.11779 · arxiv_version: 2410.11779v2 · doi: 10.48550/arxiv.2410.11779 · pith_short_12: FXMADGMTIVBU · pith_short_16: FXMADGMTIVBU7INT · pith_short_8: FXMADGMT

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/FXMADGMTIVBU7INT2OHHBYGWG3 \
  | 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: 2dd801999345434fa1b3d38e70e0d636c109ee32faf645aa09ef27676c09f26e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af7b75fc77af265eb8db10ca4acaf3344e8f0a57e1081e9da173df1b117cdde2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-15T16:57:44Z",
    "title_canon_sha256": "9e12a8495c400f6a8efe2cfc120ede81bc5c1428762b8cd2047778e8e474fb34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11779",
    "kind": "arxiv",
    "version": 2
  }
}