Cover Image

NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shah, Sahil, Sharan, S P, Goel, Harsh, Choi, Minkyu, Munir, Mustafa, Pasula, Manvik, Marculescu, Radu, Chinchali, Sandeep
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LE-NeuS: Latency-Efficient Neuro-Symbolic Video Understanding via Adaptive Temporal Verification
by: Liang, Shawn, et al.
Published: (2026)

We'll Fix it in Post: Improving Text-to-Video Generation with Neuro-Symbolic Feedback
by: Choi, Minkyu, et al.
Published: (2025)

ObjectAlign: Neuro-Symbolic Object Consistency Verification and Correction
by: Munir, Mustafa, et al.
Published: (2025)

Towards Neuro-Symbolic Video Understanding
by: Choi, Minkyu, et al.
Published: (2024)

Neuro-Symbolic Evaluation of Text-to-Video Models using Formal Verification
by: Sharan, S P, et al.
Published: (2024)

A Challenge to Build Neuro-Symbolic Video Agents
by: Shah, Sahil, et al.
Published: (2025)

Video-based Exercise Classification and Activated Muscle Group Prediction with Hybrid X3D-SlowFast Network
by: Pasula, Manvik, et al.
Published: (2024)

Ada-VE: Training-Free Consistent Video Editing Using Adaptive Motion Prior
by: Mahmud, Tanvir, et al.
Published: (2024)

VCMamba: Bridging Convolutions with Multi-Directional Mamba for Efficient Visual Representation
by: Munir, Mustafa, et al.
Published: (2025)

Scaling Graph Convolutions for Mobile Vision
by: Avery, William, et al.
Published: (2024)

Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models
by: Wei, Xiwen, et al.
Published: (2025)

Multi-Scale High-Resolution Logarithmic Grapher Module for Efficient Vision GNNs
by: Munir, Mustafa, et al.
Published: (2025)

AttentionViG: Cross-Attention-Based Dynamic Neighbor Aggregation in Vision GNNs
by: Gedik, Hakan Emre, et al.
Published: (2025)

EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
by: Rahman, Md Mostafijur, et al.
Published: (2024)

RapidNet: Multi-Level Dilated Convolution Based Mobile Backbone
by: Munir, Mustafa, et al.
Published: (2024)

AdaptViG: Adaptive Vision GNN with Exponential Decay Gating
by: Munir, Mustafa, et al.
Published: (2025)

PipeFlow: Pipelined Processing and Motion-Aware Frame Selection for Long-Form Video Editing
by: Munir, Mustafa, et al.
Published: (2025)

Fuel Gauge: Estimating Chain-of-Thought Length Ahead of Time in Large Multimodal Models
by: Yang, Yuedong, et al.
Published: (2026)

SynDiff-AD: Improving Semantic Segmentation and End-to-End Autonomous Driving with Synthetic Data from Latent Diffusion Models
by: Goel, Harsh, et al.
Published: (2024)

GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs
by: Munir, Mustafa, et al.
Published: (2024)

Factored-NeuS: Reconstructing Surfaces, Illumination, and Materials of Possibly Glossy Objects
by: Fan, Yue, et al.
Published: (2023)

From Transparent to Opaque: Rethinking Neural Implicit Surfaces with $α$-NeuS
by: Zhang, Haoran, et al.
Published: (2024)

NeuS-PIR: Learning Relightable Neural Surface using Pre-Integrated Rendering
by: Mao, Shi, et al.
Published: (2023)

RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
by: Brument, Baptiste, et al.
Published: (2023)

PG-NeuS: Robust and Efficient Point Guidance for Multi-View Neural Surface Reconstruction
by: Zhang, Chen, et al.
Published: (2023)

CoordLight: Learning Decentralized Coordination for Network-Wide Traffic Signal Control
by: Zhang, Yifeng, et al.
Published: (2026)

PP-SAM: Perturbed Prompts for Robust Adaptation of Segment Anything Model for Polyp Segmentation
by: Rahman, Md Mostafijur, et al.
Published: (2024)

CrediRAG: Network-Augmented Credibility-Based Retrieval for Misinformation Detection in Reddit
by: Ram, Ashwin, et al.
Published: (2024)

SSR: A Generic Framework for Text-Aided Map Compression for Localization
by: Omama, Mohammad, et al.
Published: (2026)

Real-Time Privacy Preservation for Robot Visual Perception
by: Choi, Minkyu, et al.
Published: (2025)

TimeLogic: A Temporal Logic Benchmark for Video QA
by: Swetha, Sirnam, et al.
Published: (2025)

PEERNet: An End-to-End Profiling Tool for Real-Time Networked Robotic Systems
by: Narayanan, Aditya, et al.
Published: (2024)

R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning
by: Goel, Harsh, et al.
Published: (2025)

Temporal Reasoning Is Not the Bottleneck: A Probabilistic Inconsistency Framework for Neuro-Symbolic QA
by: Liem, Tran Quang
Published: (2026)

J-NeuS: Joint field optimization for Neural Surface reconstruction in urban scenes with limited image overlap
by: Wang, Fusang, et al.
Published: (2025)

Guiding Neuro-Symbolic Scenario Generation with Spatio-Temporal Logic
by: Bonin, Lorenzo, et al.
Published: (2026)

Video Compression Meets Video Generation: Latent Inter-Frame Pruning with Attention Recovery
by: Menn, Dennis, et al.
Published: (2026)

NeuroQA: A Large-Scale Image-Grounded Benchmark for 3D Brain MRI Understanding
by: Abbasi, Mohammad H., et al.
Published: (2026)

Neuro-Symbolic Acceleration of MILP Motion Planning with Temporal Logic and Chance Constraints
by: Cai, Junyang, et al.
Published: (2025)

Neuro-Symbolic Generation of Explanations for Robot Policies with Weighted Signal Temporal Logic
by: Yuasa, Mikihisa, et al.
Published: (2025)