Pith Number

pith:SRMIO5AZ

pith:2024:SRMIO5AZC3QLSJQGGIRFUOGPP5

not attested not anchored not stored refs pending

VLRM: Vision-Language Models act as Reward Models for Image Captioning

Alexander Kunitsyn, Andrei Ivaniuta, Maksim Dzabraev

arxiv:2404.01911 v1 · 2024-04-02 · cs.CV

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\usepackage{pith}
\pithnumber{SRMIO5AZC3QLSJQGGIRFUOGPP5}

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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

4 papers in Pith

LASER: Loss-Aware Singular-value Decomposition and Rank Allocation for Efficient Low-Precision Vision-Language Models

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation

WSVD: Weighted Low-Rank Approximation for Fast and Efficient Execution of Low-Precision Vision-Language Models

Multimodal Backdoor Attack on VLMs for Autonomous Driving via Graffiti and Cross-Lingual Triggers

Receipt and verification

First computed	2026-07-05T08:03:33.420461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

945887741916e0b9260632225a38cf7f5b0e14822dcbd53a9383c52892228fed

Aliases

arxiv: 2404.01911 · arxiv_version: 2404.01911v1 · doi: 10.48550/arxiv.2404.01911 · pith_short_12: SRMIO5AZC3QL · pith_short_16: SRMIO5AZC3QLSJQG · pith_short_8: SRMIO5AZ

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/SRMIO5AZC3QLSJQGGIRFUOGPP5 \
  | 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: 945887741916e0b9260632225a38cf7f5b0e14822dcbd53a9383c52892228fed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9c26624c4e2ee92ccaa1d2c5e110bf4ae7af1f4c9a27c4314d0df1922e1733c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-02T12:57:22Z",
    "title_canon_sha256": "d3234c27ff5d7ba6d667c25ccc35f131e64549693a8516f6016ed6733b953f6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.01911",
    "kind": "arxiv",
    "version": 1
  }
}