Pith Number

pith:RLJ5UB2N

pith:2025:RLJ5UB2NJWLKC2BNKUNPRY2W5F

not attested not anchored not stored refs pending

Look-Back: Implicit Visual Re-focusing in MLLM Reasoning

Bin Lin, Li Yuan, Shuo Yang, Yang Ye, Yuwei Niu, Yuyang Liu

arxiv:2507.03019 v1 · 2025-07-02 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{RLJ5UB2NJWLKC2BNKUNPRY2W5F}

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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

16 papers in Pith

Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

LASER: A Corrective Lens for LVLMs via Visual Attention Preservation and Sink Suppression

Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning

Receipt and verification

First computed	2026-07-05T11:31:50.831479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ad3da074d4d96a1682d551af8e356e951919c48c5fa2964789a4d71acdeec5f

Aliases

arxiv: 2507.03019 · arxiv_version: 2507.03019v1 · doi: 10.48550/arxiv.2507.03019 · pith_short_12: RLJ5UB2NJWLK · pith_short_16: RLJ5UB2NJWLKC2BN · pith_short_8: RLJ5UB2N

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/RLJ5UB2NJWLKC2BNKUNPRY2W5F \
  | 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: 8ad3da074d4d96a1682d551af8e356e951919c48c5fa2964789a4d71acdeec5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b1dddd4f9e77b6bee519ada7c78066d8d111824b123020232e021b522c7f42a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-02T14:59:35Z",
    "title_canon_sha256": "a4698fb6db40858d5681e6fb3dc87aaa173ceab010fe6b09ceaa69f15881d815"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03019",
    "kind": "arxiv",
    "version": 1
  }
}