Pith Number

pith:INN6OVCH

pith:2024:INN6OVCHQXHR3LRXLREGN2XZ3B

not attested not anchored not stored refs pending

Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models

Chang Tang, Jia Liu, Junkai Chen, Kening Zheng, Peijie Jiang, Sirui Huang, Xin Zou, Xuming Hu, Yibo Yan, Yizhou Wang, Yuanhuiyi Lyu

arxiv:2410.03577 v2 · 2024-10-04 · cs.CV

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\usepackage{pith}
\pithnumber{INN6OVCHQXHR3LRXLREGN2XZ3B}

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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

18 papers in Pith

Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Models

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Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding

ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs

Consistency as Inductive Bias: Learning Cross-View Invariance for Robust Multimodal Reasoning

Receipt and verification

First computed	2026-07-05T11:00:00.738124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

435be7544785cf1dae375c4866eaf9d868d612d2a2eb1d3b9b894029c1a9d270

Aliases

arxiv: 2410.03577 · arxiv_version: 2410.03577v2 · doi: 10.48550/arxiv.2410.03577 · pith_short_12: INN6OVCHQXHR · pith_short_16: INN6OVCHQXHR3LRX · pith_short_8: INN6OVCH

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/INN6OVCHQXHR3LRXLREGN2XZ3B \
  | 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: 435be7544785cf1dae375c4866eaf9d868d612d2a2eb1d3b9b894029c1a9d270

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8493edf96e248226182bf91e767b392491d10529fcdc8fbd538cc8352262d7c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-04T16:30:54Z",
    "title_canon_sha256": "492bbc0d12721b0418afef0819e13ddd3ec084f557330ef05c69e7a413bb05ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03577",
    "kind": "arxiv",
    "version": 2
  }
}