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Evidence record 16539 · automatically gathered

Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent

We introduce Video-DeepResearch (Video-DR), extending multimodal agents from static images to continuous video streams, a setting that demands dense spatiotemporal grounding coupled with open-web exploration. Preliminary evaluations reveal two critical bottlenecks in current models: (1) modality bias, where agents bypass visual tools in favor of textual search, and (2) parametric knowledge leakage, where models rely on internal memory rather than genuine tool-augmented execution. To address thes

Record details

Published: 4 August 2026
Source: arXiv cs.AI
Category: Research
Topics: Bias & fairness · Agents & autonomy
Retrieved: 5 August 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Implementing Causal Perception: Competing SCMs and Situated Fairness

arXiv · 4 August 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent

HuggingFace Daily Papers · 3 August 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Heterogeneous Multi-Agent Reinforcement Learning for Radio Resource Management under Coupled Finite-Horizon Constraints

arXiv fairness query · 3 August 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Douyin Multimodal Embedding Model Technical Report

HuggingFace Daily Papers · 2 August 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Inference-Time Policy Alignment for Fair Reinforcement Learning

arXiv fairness query · 31 July 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Paying for Honesty Without Knowing the Truth: Reputation-Penalty Design for LLM Marketplace Agents

arXiv cs.AI · 30 July 2026

How to cite this record

ethics.ai (4 August 2026), “Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent,” evidence record 16539, https://ethics.ai/record/16539 (originally published by arXiv cs.AI).

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