Paper Citation Record · LEDGER

Explain Before You Answer: A Survey on Compositional Visual Reasoning

As of 21 August 2026, this Paper Citation Record lists 100 of 266 outbound references and 18 inbound Pith citation observations for arXiv:2508.17298.

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

pith.paper-citation-record.v1
2508.17298 v3

Coverage vector

measured 100 of 266 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:09:17.882743Z

measured 118 of 118 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:17:33.785540Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:59:52.515977Z

Reference resolution

100 of 266 outbound references displayed

verified exact2
verified fuzzy0
unresolved98
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bf9a193c-382c-40e5-bdc0-23b094869826 · outbound

This paper cites A Benchmark for Compositional Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning A Benchmark for Compositional Visual Reasoning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.513735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83611022-30e1-43e8-9896-77fd7aa45eae · outbound

This paper cites Take A Step Back: Rethinking the Two Stages in Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Take A Step Back: Rethinking the Two Stages in Visual Reasoning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.518180Z

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Observation 924adcb7-85f5-44d2-b420-1bf109c57bac · outbound

This paper cites The Book of Why: The New Science of Cause and Effect.

Explain Before You Answer: A Survey on Compositional Visual Reasoning The Book of Why: The New Science of Cause and Effect

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.521694Z

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Observation 5bd42100-d56e-4ac5-a5df-668a858ae1f0 · outbound

This paper cites Inferring and Executing Programs for Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Inferring and Executing Programs for Visual Reasoning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.526199Z

Source-reported events for the cited work

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Observation 70ba1066-30bf-407e-8f16-35b1c2b99abb · outbound

This paper cites CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.530233Z

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Observation f44fd22e-c38b-4cdb-a66b-86b7bf678bee · outbound

This paper cites RA VEN: A Dataset for Relational and Analogical Visual REasoNing.

Explain Before You Answer: A Survey on Compositional Visual Reasoning RA VEN: A Dataset for Relational and Analogical Visual REasoNing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.533928Z

Source-reported events for the cited work

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Observation bf4e9e29-bbb8-482e-ab01-1cdef4a157c6 · outbound

This paper cites Visual Explanation by High-Level Abduction: On Answer-Set Programming Driven Reasoning about Moving Objects.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Explanation by High-Level Abduction: On Answer-Set Programming Driven Reasoning about Moving Objects

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:09:19.574350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f9d54651-546f-40c1-be8f-cc8b0b4c4ba3 · outbound

This paper cites Maintaining Reasoning Consistency in Compositional Visual Question Answering.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Maintaining Reasoning Consistency in Compositional Visual Question Answering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.542217Z

Source-reported events for the cited work

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Observation 5f3077c1-cef7-4d19-835a-8a9cc3205176 · outbound

This paper cites Visual Instruction Tuning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Instruction Tuning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.545552Z

Source-reported events for the cited work

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Observation 0b3b3d39-4673-414f-84e2-c0fb42fc0b6d · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.549166Z

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Observation 719d8d4f-3419-4e9f-ab68-3fc22040ea3e · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.553400Z

Source-reported events for the cited work

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Observation 9372ac24-3045-4847-a1fa-c748255303ca · outbound

This paper cites InstructBLIP: towards general-purpose vision-language models with instruction tuning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning InstructBLIP: towards general-purpose vision-language models with instruction tuning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.557143Z

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Observation e174f2f3-7221-4093-849e-c6e360e8dc2d · outbound

This paper cites A Survey of Multimodel Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning A Survey of Multimodel Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.560723Z

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Observation 6e70e9c5-698a-4ac0-a3df-92b461415d20 · outbound

This paper cites Interpretable Visual Reasoning: A Survey.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Interpretable Visual Reasoning: A Survey

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.564558Z

Source-reported events for the cited work

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Observation e0a07f5f-c192-4958-a691-081a514198a5 · outbound

This paper cites Thinking Machines: A Survey of LLM based Reasoning Strategies.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Thinking Machines: A Survey of LLM based Reasoning Strategies

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.568659Z

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Observation 0e2b5f02-331d-461e-aadf-b9937102a53b · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.572947Z

Source-reported events for the cited work

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Observation 512ec9a5-7708-4f86-bf24-29a0b4fdf499 · outbound

This paper cites Position: Prospective of Autonomous Driving - Multimodal LLMs World Models Embodied Intelligence AI Alignment and Mamba.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Position: Prospective of Autonomous Driving - Multimodal LLMs World Models Embodied Intelligence AI Alignment and Mamba

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.576724Z

Source-reported events for the cited work

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Observation 815e063b-a98a-4958-ac2d-0ddd06033f11 · outbound

This paper cites NEUSIS: A Compositional Neuro-Symbolic Framework for Autonomous Perception, Reasoning, and Planning in Complex UAV Search Missions.

Explain Before You Answer: A Survey on Compositional Visual Reasoning NEUSIS: A Compositional Neuro-Symbolic Framework for Autonomous Perception, Reasoning, and Planning in Complex UAV Search Missions

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.580278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d43da455-eb95-4631-abf3-20648f47a5c2 · outbound

This paper cites UA V-based Urban Structural Damage Assessment Using Object- based Image Analysis and Semantic Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning UA V-based Urban Structural Damage Assessment Using Object- based Image Analysis and Semantic Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.584057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 987e6fbc-1c5d-487a-92b8-82eb754d8265 · outbound

This paper cites A Study of Visual Reasoning in Medical Diagnosis.

Explain Before You Answer: A Survey on Compositional Visual Reasoning A Study of Visual Reasoning in Medical Diagnosis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.587663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96a9982d-3315-4005-abf4-39a1116d614a · outbound

This paper cites Medical Visual Question Answering via Conditional Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Medical Visual Question Answering via Conditional Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.590944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79ab4d51-8731-415c-9a36-9f3079477b69 · outbound

This paper cites Programmatically Grounded, Compositionally Generalizable Robotic Manipulation.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Programmatically Grounded, Compositionally Generalizable Robotic Manipulation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.594301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33a7b91a-c907-4811-8035-29075a1d6879 · outbound

This paper cites Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.598754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 297a2486-68bd-44b4-8619-b25f63c90620 · outbound

This paper cites When and Why Vision-Language Models Behave like Bags-Of-Words, and What to Do About It? In The Eleventh International Conference on Learning Representations ,.

Explain Before You Answer: A Survey on Compositional Visual Reasoning When and Why Vision-Language Models Behave like Bags-Of-Words, and What to Do About It? In The Eleventh International Conference on Learning Representations ,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.602375Z

Source-reported events for the cited work

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Observation 99030bc0-26ea-4050-a685-58bd8e373122 · outbound

This paper cites Challenges and Prospects in Vision and Language Research.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Challenges and Prospects in Vision and Language Research

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.605883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 196cf821-1c40-4821-b251-93dbff6c6ea7 · outbound

This paper cites Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.609224Z

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Observation 2fd5befd-2d65-4ff3-a00c-4e9608088e1a · outbound

This paper cites Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.612998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d087fe7-1755-40e9-98ea-16743f97646e · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.616473Z

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Unavailable: canonical work link unavailable.

Observation 3daeb3fe-c31d-429a-a273-1e2da67a7da6 · outbound

This paper cites HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.620594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53e0aaa8-566d-42d4-9045-52f301a33acb · outbound

This paper cites Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.624093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1388ad6-63e2-47fc-baad-db756fcd9eea · outbound

This paper cites Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.627597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d1ceb2c-3880-4c4f-b55b-82c3818c16cc · outbound

This paper cites Enhancing Multimodal Compositional Reasoning of Visual Language Models With Generative Negative Mining.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Enhancing Multimodal Compositional Reasoning of Visual Language Models With Generative Negative Mining

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.631786Z

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Observation 85856c28-b570-4790-9b5d-f4e1b6ca1e72 · outbound

This paper cites Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.635381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64d1eec0-1361-4820-ad73-17f8e09fad9b · outbound

This paper cites Cascaded Mutual Modulation for Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Cascaded Mutual Modulation for Visual Reasoning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.638828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2df30ad-5b05-4301-9b66-9afb134bfb95 · outbound

This paper cites Compositional Chain-of-Thought Prompting for Large Mul- timodal Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Compositional Chain-of-Thought Prompting for Large Mul- timodal Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.642304Z

Source-reported events for the cited work

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Observation d784b18a-9cbd-4deb-90b5-9eda1f65b23a · outbound

This paper cites Building Machines That Learn and Think Like People.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Building Machines That Learn and Think Like People

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.646029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 918a7128-311b-4c4c-ad4e-de30c815e0a4 · outbound

This paper cites Meta Module Network for Compositional Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Meta Module Network for Compositional Visual Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.649583Z

Source-reported events for the cited work

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Observation 3d198a3e-97a6-4c85-a11e-aa27679b8ef0 · outbound

This paper cites Improving Visual Reasoning Through Semantic Representation.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Improving Visual Reasoning Through Semantic Representation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.653229Z

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Observation b25d1405-e144-46fd-ab8e-b15b530a418f · outbound

This paper cites What’s Left? Concept Grounding with Logic-Enhanced Foundation Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning What’s Left? Concept Grounding with Logic-Enhanced Foundation Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.656988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 683be0f2-2665-4239-afec-bcb50526e037 · outbound

This paper cites Visual Question Answering: A Survey of Methods, Datasets, Evaluation, and Challenges.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Question Answering: A Survey of Methods, Datasets, Evaluation, and Challenges

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.660571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3fc673-c443-42a2-b420-165676db93b1 · outbound

This paper cites Visual Question Answering: a State-of-the-Art Review.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Question Answering: a State-of-the-Art Review

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.664117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d033639-8414-435d-8263-eeebc82ec403 · outbound

This paper cites Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.667724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4977987-e095-4c48-8059-9b2636c812a4 · outbound

This paper cites Mind with Eyes: from Language Reasoning to Multimodal Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Mind with Eyes: from Language Reasoning to Multimodal Reasoning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.671253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4ae5747-05cf-4036-bf44-e2481bc8e361 · outbound

This paper cites A survey of neurosymbolic visual reasoning with scene graphs and common sense knowledge.

Explain Before You Answer: A Survey on Compositional Visual Reasoning A survey of neurosymbolic visual reasoning with scene graphs and common sense knowledge

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.674787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c960d985-fdbd-4ba9-abb0-3c3a02cd2d7c · outbound

This paper cites Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven’s Progressive Matrices.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven’s Progressive Matrices

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.678225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06ab9bbb-a02a-4267-a8bb-86804d9c61db · outbound

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Explain Before You Answer: A Survey on Compositional Visual Reasoning Large Multimodal Agents: A Survey

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.681651Z

Source-reported events for the cited work

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Observation bbef4951-f830-443c-94dd-8e38f18c843d · outbound

This paper cites From image to language: A critical analysis of Visual Question Answering (VQA) approaches, challenges, and opportunities.

Explain Before You Answer: A Survey on Compositional Visual Reasoning From image to language: A critical analysis of Visual Question Answering (VQA) approaches, challenges, and opportunities

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.685501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c15a348-49a0-4fee-8ca8-1f237413e057 · outbound

This paper cites Robust Visual Question Answering: Datasets, Methods, and Future Challenges.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Robust Visual Question Answering: Datasets, Methods, and Future Challenges

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.689858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba5105d8-c291-475e-bc8e-29ac4f2cd677 · outbound

This paper cites Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.693163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94d521e2-9d73-4f3e-81d2-107b850daa29 · outbound

This paper cites How to Bridge the Gap Between Modalities: Survey on Multimodal Large Language Model.

Explain Before You Answer: A Survey on Compositional Visual Reasoning How to Bridge the Gap Between Modalities: Survey on Multimodal Large Language Model

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.696947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deb20ad6-fd0f-4386-b1f4-d13d21265ad4 · outbound

This paper cites Tool learning with large language models: a survey.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Tool learning with large language models: a survey

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.700806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77ab8f79-80a7-451e-8d54-432ec300cc0d · outbound

This paper cites Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.704220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02920ede-5fbd-4de5-b835-f6a418c41248 · outbound

This paper cites Multimodal Intelligence: Representation Learning, Information Fusion, and Applications.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Multimodal Intelligence: Representation Learning, Information Fusion, and Applications

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.707897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f2659f7-bea5-4572-afa9-8c2b0efb2b45 · outbound

This paper cites Transformation Driven Visual Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Transformation Driven Visual Reasoning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.712111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b81e6d5-89b6-45c5-b512-b315b8302a38 · outbound

This paper cites Deep Residual Learning for Image Recognition.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Deep Residual Learning for Image Recognition

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.716819Z

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Observation b1010c49-1a83-43c7-bccc-18c96da62785 · outbound

This paper cites Two-stage Rule-induction visual reasoning on RPMs with an application to video prediction.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Two-stage Rule-induction visual reasoning on RPMs with an application to video prediction

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Observation ca4d0ffc-6df0-41e3-ab35-cf09a055772c · outbound

This paper cites Hierarchical ConViT with Attention-Based Relational Reasoner for Visual Analogical Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Hierarchical ConViT with Attention-Based Relational Reasoner for Visual Analogical Reasoning

Reference 57

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Observation 90671fdd-138e-4c0c-9b78-b6022419b97b · outbound

This paper cites You Only Look Once: Unified, Real-Time Object Detection.

Explain Before You Answer: A Survey on Compositional Visual Reasoning You Only Look Once: Unified, Real-Time Object Detection

Reference 58

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Observation 688bf382-7594-46c3-b2a0-26b482a034c4 · outbound

This paper cites Multi-Modal Factorized Bilinear Pooling With Co-Attention Learning for Visual Question Answering.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Multi-Modal Factorized Bilinear Pooling With Co-Attention Learning for Visual Question Answering

Reference 59

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Observation 8dde71b0-5067-4b54-af20-57d9a50dc076 · outbound

This paper cites Bilinear Attention Networks.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Bilinear Attention Networks

Reference 60

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Observation 941cd9c1-6dfe-4474-9d73-c0242e7b12d4 · outbound

This paper cites Improved Fusion of Visual and Language Representations by Dense Symmetric Co- Attention for Visual Question Answering.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Improved Fusion of Visual and Language Representations by Dense Symmetric Co- Attention for Visual Question Answering

Reference 61

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Observation 062c41e1-e85c-4bc4-bd55-c6aedc3761e8 · outbound

This paper cites Deep Modular Co-Attention Networks for Visual Question Answering.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Deep Modular Co-Attention Networks for Visual Question Answering

Reference 62

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Observation a0c7384f-0162-4842-a675-56c7f7180120 · outbound

This paper cites ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks.

Explain Before You Answer: A Survey on Compositional Visual Reasoning ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks

Reference 63

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Observation a2a5f4f7-200d-47c1-959f-5b217f210384 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Learning Transferable Visual Models From Natural Language Supervision

Reference 64

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Observation b4ac0030-bd44-4619-9630-5854e783e3f8 · outbound

This paper cites UNITER: UNiversal Image-TExt Representation Learning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning UNITER: UNiversal Image-TExt Representation Learning

Reference 65

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Observation 55445a2a-d4e0-4e52-b950-feee7d366620 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Flamingo: a Visual Language Model for Few-Shot Learning

Reference 66

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Observation 57c32c0e-3d8e-406c-be76-bceed02b541c · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 67

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Observation 2b23ce4f-6699-4b99-8f80-0196f07275b9 · outbound

This paper cites Otter: A Multi-Modal Model With In-Context Instruction Tuning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Otter: A Multi-Modal Model With In-Context Instruction Tuning

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.763717Z

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Observation f7ed05ab-d852-437c-b3cd-3ff03a1c8f2a · outbound

This paper cites CREPE: Can Vision-Language Founda- tion Models Reason Compositionally? In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pages 10910–10921, 2023.

Explain Before You Answer: A Survey on Compositional Visual Reasoning CREPE: Can Vision-Language Founda- tion Models Reason Compositionally? In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pages 10910–10921, 2023

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Observation 84fb288c-bba1-47aa-91a0-ddd47bc24e45 · outbound

This paper cites Logics and Languages.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Logics and Languages

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.771070Z

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Observation f4ad16d1-0bed-4eee-960b-6027a2807b91 · outbound

This paper cites From Recognition to Cognition: Visual Commonsense Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning From Recognition to Cognition: Visual Commonsense Reasoning

Reference 71

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Observation baf19ec6-f9e9-43a4-bb37-7391120e77c8 · outbound

This paper cites Visual Programming: Compositional Visual Reasoning without Training.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Programming: Compositional Visual Reasoning without Training

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.778592Z

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Observation 99f6c90f-0741-4e80-bb46-f36ffe1334c4 · outbound

This paper cites GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering.

Explain Before You Answer: A Survey on Compositional Visual Reasoning GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.782737Z

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Observation 2bc9b9a0-95bb-4356-8361-fd0d53e5ac2c · outbound

This paper cites Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.786176Z

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Observation 42dac3b9-737c-4faa-9eaa-dd61249f1bd7 · outbound

This paper cites Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.789732Z

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Observation 1e1b648b-eb9d-4cd7-a375-5885712aef3d · outbound

This paper cites DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.793148Z

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Observation 219d2711-261d-4c2a-8821-b4e16c67407e · outbound

This paper cites Iterated Learning Improves Compositionality in Large Vision-Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Iterated Learning Improves Compositionality in Large Vision-Language Models

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.796395Z

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Observation 0be00509-5529-45a1-9744-ea2ffe4877ee · outbound

This paper cites Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs

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Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.799892Z

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Observation 402ae171-e88e-405b-8586-0d8f42ab9c48 · outbound

This paper cites Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.804131Z

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Observation fd81ad9a-57cb-4db9-a2e5-1c4001c63617 · outbound

This paper cites an unresolved cited work.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.807533Z

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Observation 5003c3c9-2241-4807-bf99-040ceabd0e34 · outbound

This paper cites Visual Compositional Learning for Human-Object Interaction Detection.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Compositional Learning for Human-Object Interaction Detection

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.810619Z

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Observation 768452f4-e668-425f-9073-9215c305e181 · outbound

This paper cites Learn- ing Visual Composition through Improved Semantic Guidance.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Learn- ing Visual Composition through Improved Semantic Guidance

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.814504Z

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Observation 192f2e11-89cd-4f08-a990-e135ce90ee3a · outbound

This paper cites Socratic Models: Composing Zero-Shot Multimodal Reasoning with Lan- guage.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Socratic Models: Composing Zero-Shot Multimodal Reasoning with Lan- guage

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.817979Z

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Observation 8930522c-42f9-4904-9d26-9b80d0fa34ba · outbound

This paper cites Synthetic Visual Genome: Dense Scene Graphs at Scale with Multimodal Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Synthetic Visual Genome: Dense Scene Graphs at Scale with Multimodal Language Models

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.821769Z

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Observation 987437d3-de0a-4659-b914-f0228fce6e58 · outbound

This paper cites Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.825678Z

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Observation 278a00d6-4fee-4601-8e17-672634a531d7 · outbound

This paper cites DisCo: Improving Compositional Generalization in Visual Reasoning through Distribution Coverage.

Explain Before You Answer: A Survey on Compositional Visual Reasoning DisCo: Improving Compositional Generalization in Visual Reasoning through Distribution Coverage

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.829651Z

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Observation 29a18e16-e797-45cb-9f18-3830955ce0c2 · outbound

This paper cites Divide and Conquer: Answering Questions With Object Factorization and Compositional Reasoning.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Divide and Conquer: Answering Questions With Object Factorization and Compositional Reasoning

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.833925Z

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Observation b9db1b69-797a-4db1-95d2-c85d21c96437 · outbound

This paper cites VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.837525Z

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Observation f2878906-a8f7-4076-99eb-00848f53b154 · outbound

This paper cites Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.840955Z

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Observation 9da7e67f-463c-45f7-bad2-459093ead803 · outbound

This paper cites From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis.

Explain Before You Answer: A Survey on Compositional Visual Reasoning From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.844636Z

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Observation 604da5ec-4610-4637-958d-0ea41dd807fb · outbound

This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

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Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.848322Z

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Observation 61c5613e-7010-4d73-8542-7ce9f4cea9a7 · outbound

This paper cites Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.852321Z

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Observation fb4e0f90-1e84-4ef2-953a-0144669a021b · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

Explain Before You Answer: A Survey on Compositional Visual Reasoning The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

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Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.857411Z

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Observation a50aad1e-035b-4fc0-94c0-b621b2a5082a · outbound

This paper cites Grounded Chain-of-Thought for Multimodal Large Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Grounded Chain-of-Thought for Multimodal Large Language Models

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.861449Z

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Observation cd5e1b7d-bb3d-48b5-9f69-0480c2afb333 · outbound

This paper cites NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples.

Explain Before You Answer: A Survey on Compositional Visual Reasoning NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.865349Z

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Observation 4b9dacbf-46aa-4491-8e98-36ae4e4777fe · outbound

This paper cites BLINK: Multimodal Large Language Models Can See but Not Perceive.

Explain Before You Answer: A Survey on Compositional Visual Reasoning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 96

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Observation e37c4b36-3475-43e2-af63-4f2ab3164986 · outbound

This paper cites ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty.

Explain Before You Answer: A Survey on Compositional Visual Reasoning ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty

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Observation bb85a1dc-0e06-459c-8797-1cbb510a0bbb · outbound

This paper cites Visual Reasoning by Progressive Module Networks.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Reasoning by Progressive Module Networks

Reference 98

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Observation b1c5f0c2-31fa-45fc-8e88-0d21b6eb56a9 · outbound

This paper cites Predicate Hierarchies Improve Few-Shot State Classification.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Predicate Hierarchies Improve Few-Shot State Classification

Reference 99

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:09:19.342455Z

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Observation bf64629d-8068-4973-8e84-c06fc4d03311 · outbound

This paper cites Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models

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Observation 29394350-4395-427a-a682-5f18b5a73c2a · inbound

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Visual Compositional Tuning Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

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Observation ebf4352f-6fef-4a35-8e24-3dbbcb426783 · inbound

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VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T20:57:29.860215Z

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Observation bd14d4ff-deff-46a7-baa7-ea0fadf4891e · inbound

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Mull-Tokens: Modality-Agnostic Latent Thinking Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 27

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Observation 0c472c11-a78d-4401-866d-41d28e17055c · inbound

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Reference 68

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Observation fb7f47e8-e6dc-4614-bcff-b50c7d0c8fd3 · inbound

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Rule-VLN: Bridging Perception and Compliance via Semantic Reasoning and Geometric Rectification Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-07-09T01:19:37.179138Z

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Observation 58a0db0e-ef8d-42d6-9981-1ec18f092e7f · inbound

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Rule-VLN: Bridging Perception and Compliance via Semantic Reasoning and Geometric Rectification Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T19:10:41.883296Z

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Observation ac0e57e9-6067-4f03-b674-14f2ab0d56d3 · inbound

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Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

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Observation b1fb141f-8865-4542-a2d2-af25d41ca59a · inbound

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The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

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Observation 7b62a7a6-9669-4863-8b9d-7ec826435d21 · inbound

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ARIS: Agentic and Relationship Intelligence System for Social Robots Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

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Observation a4274836-00e4-42d0-8f9e-846c186d3db9 · inbound

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Dynamic Execution Commitment of Vision-Language-Action Models Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

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Observation 5ee90f4c-549c-4719-886f-36445f090c3e · inbound

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Dynamic Execution Commitment of Vision-Language-Action Models Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8fd5c76c-67fe-4ad7-ad5a-cdd969354892 · inbound

Dynamic Execution Commitment of Vision-Language-Action Models cites this paper.

Dynamic Execution Commitment of Vision-Language-Action Models Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f249f835-12cb-48f8-ad7b-7876f7ebab44 · inbound

Dynamic Execution Commitment of Vision-Language-Action Models cites this paper.

Dynamic Execution Commitment of Vision-Language-Action Models Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T02:22:11.160316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f9d7c78-088b-4eae-938e-c9872e5efe55 · inbound

GlowGS: Generative Semantic Feature Learning for 3D Gaussian Splatting in Nighttime Glow Scenes cites this paper.

GlowGS: Generative Semantic Feature Learning for 3D Gaussian Splatting in Nighttime Glow Scenes Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bcf55865-2ecb-4bf6-907e-250b4f2f899e · inbound

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning cites this paper.

DyCo-RL: Dynamic Cross-Modal Coordination for Visual Reasoning Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8a48c267-2168-4d6c-9355-5843f187446e · inbound

CORTEX: A Structured Reasoning Benchmark for Trustworthy 3D Chest CT MLLMs cites this paper.

CORTEX: A Structured Reasoning Benchmark for Trustworthy 3D Chest CT MLLMs Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aaa942f2-5d63-45c0-9d8e-f0ec27d554d8 · inbound

CORTEX: A Structured Reasoning Benchmark for Trustworthy 3D Chest CT MLLMs cites this paper.

CORTEX: A Structured Reasoning Benchmark for Trustworthy 3D Chest CT MLLMs Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-09T01:19:37.179138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e58da99f-15e6-4f75-ae40-28dbe6609a75 · inbound

Generation as Auxiliary Supervision: Enhancing Visual Understanding at Zero Inference Overhead via Decoupled Embedding Prediction cites this paper.

Generation as Auxiliary Supervision: Enhancing Visual Understanding at Zero Inference Overhead via Decoupled Embedding Prediction Explain Before You Answer: A Survey on Compositional Visual Reasoning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T00:17:33.785540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.