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Cong Tran

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Preprint Sep 2026

MixiMotion: One-Step Text-to-Motion Generation via Asymmetric Set Distillation

Results demonstrate an effective quality--efficiency trade-off for strict one-step text-to-motion generation, and introduce differentiable decoded-space kinematic supervision to complement normalized representation matching with constraints in the decoded motion space.

H. Dinh, B. Mai, Tran Quoc Bao Le et al. · 0 citations
Open access 2026

A4O-Attack: All Triggers for One Sample Backdoor Attacks

This paper designs a novel backdoor attack mechanism that incorporates multiple types of backdoor trigger, focusing on stealthiness and effectiveness, and proposes reducing the magnitude of each trigger type and combining them to achieve a strong backdoor relying on the combined trigger while still staying safely under...

Duc Anh Vu, Vuong Quoc Anh Pham, Le Hoang Nguyen et al. · 0 citations
Preprint Aug 2026

SpatialQuery: Benchmarking Geometry-Grounded Multi-Instance Spatial Reasoning in Vision-Language Models

This work introduces SPATIALQUERY, a training- free framework for CIDQ reasoning from a single RGB image, together with SPATIALQUERY-1M, a benchmark containing over one million RGB-only question-answer pairs from 200 indoor scenes, and proposes Uncertainty-Aware Chain-of-Thought (UA-CoT) prompting, which incorporates g...

Hai-Tra Nguyen, Tung Vu, Cong Tran · 0 citations

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