Paper Citation Record · LEDGER

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

As of 15 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 9 inbound Pith citation observations for arXiv:2412.15606.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.15606 v2

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:19:19.714931Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:29:21.123023Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-10T06:36:52.552598Z

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy6
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2fe05fd7-b489-4ad5-a34c-413e2af7f595 · outbound

This paper cites The images should contain scenarios or objects that are mentioned in the images.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage The images should contain scenarios or objects that are mentioned in the images

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:19:19.982389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 98da9038-a17c-4644-8dc4-0322092d725f · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.969877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3d7d8835-5e27-483c-81cd-28135db9c1f3 · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-11T11:19:19.638147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b82c8792-6320-47a5-b228-9aa9662f42b9 · outbound

This paper cites thought":.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage thought":

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:19:19.894047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f96b8c9b-92e7-48ce-823b-3c293e4ae653 · outbound

This paper cites Figure 15: System prompt for the trajectory verification.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Figure 15: System prompt for the trajectory verification

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:19:19.931327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5ce432fe-6106-42e6-9e90-ad07d1e05edd · outbound

This paper cites information_for_query.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage information_for_query

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:19:19.957219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 71739efb-a88f-47b1-ab9a-8325b5cce236 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.944507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1e39a964-4b11-4757-ab57-e47452b2bfc0 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.807322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f8822d88-ab01-4274-bd4b-3917ea5186a9 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.918326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0d420b14-ac4b-4912-8013-fc8442417394 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.905891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7d9e29b6-937d-4606-907a-ac54dcfc574d · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.882561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 11de8b3c-1d81-4b96-9024-a28ec9abdcc2 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T11:19:19.686196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b341aacd-30e4-479a-a8ec-6b76230a5de3 · outbound

This paper cites What is the place where James Bond lives?.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage What is the place where James Bond lives?

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:19:19.863749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4973eb79-de64-434c-a29e-9747b2417a2e · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.851602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 38d57dec-9236-425e-8886-15cac5cdf75e · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T11:19:19.696608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afae06b6-cd39-4cd7-b2c9-c70e8dd8f230 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.832287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 71546c68-5b48-4d30-90ac-a8b0fb7d10b9 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.819662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 28d008e4-0c81-480a-b236-3a0d9b55dde1 · outbound

This paper cites an unresolved cited work.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:19:19.795751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3fc3ebeb-5d55-4db9-9521-bdd81adfcccc · outbound

This paper cites data/gta_dataset/image/image_399.jpg.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage data/gta_dataset/image/image_399.jpg

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:19:19.783604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 55f67875-6f46-4dcd-987e-2777b697bf68 · outbound

This paper cites CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T11:19:19.633090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d6b36c3-278e-4bc9-9529-be7083dc959e · outbound

This paper cites The Llama 3 Herd of Models.

Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T11:19:19.627630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4774866f-813d-46d6-b9ba-9cfc4e2fb044 · inbound

Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives cites this paper.

Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T11:29:21.123023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32f1ef0a-fe84-4df6-b804-d17cca32af85 · inbound

Allen: Rethinking MAS Design through Step-Level Policy Autonomy cites this paper.

Allen: Rethinking MAS Design through Step-Level Policy Autonomy Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T20:03:30.207465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9354345-b786-4627-a0ad-8a670e27034e · inbound

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents cites this paper.

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-18T11:06:17.811876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f2ccbbe1-25d1-455d-b2f5-9b54e8317461 · inbound

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents cites this paper.

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T12:44:12.396331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e073128-d548-4e93-85b2-679c8043e069 · inbound

A Multimodal Foundation Model of Spatial Transcriptomics and Histology for Biological Discovery and Clinical Prediction cites this paper.

A Multimodal Foundation Model of Spatial Transcriptomics and Histology for Biological Discovery and Clinical Prediction Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T12:44:39.273341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07a379d2-316c-441e-99c0-48a429f3d6e6 · inbound

Single-agent vs. Multi-agents for Automated Video Analysis of On-Screen Collaborative Learning Behaviors cites this paper.

Single-agent vs. Multi-agents for Automated Video Analysis of On-Screen Collaborative Learning Behaviors Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:33:02.306118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bce18e27-d410-4a35-b9eb-1e7f402d7d0c · inbound

ReGRPO: Reflection-Augmented Policy Optimization for Tool-Using Agents cites this paper.

ReGRPO: Reflection-Augmented Policy Optimization for Tool-Using Agents Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:35:41.873614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 614e779c-392d-4a80-a56f-5936bfe66faf · inbound

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing cites this paper.

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-10T06:36:52.553796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d3a32d2-69e5-40f1-94b5-dd933246abd9 · inbound

ToolAnchor: Anchoring Counterfactual Context to Boost Agentic Tool-use Capability cites this paper.

ToolAnchor: Anchoring Counterfactual Context to Boost Agentic Tool-use Capability Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T06:36:48.974843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.