Imagen de Portada

Rethinking Multimodal Fusion for Time Series: Auxiliary Modalities Need Constrained Fusion

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Lee, Seunghan, Seo, Jun, Lee, Jaehoon, Yoo, Sungdong, Kim, Minjae, Lim, Tae Yoon, Kang, Dongwan, Choi, Hwanil, Lee, SoonYoung, Ahn, Wonbin
Formato:	Preprint
Publicado:	2026
Materias:	Machine Learning Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Cross-RAG: Zero-Shot Retrieval-Augmented Time Series Forecasting via Cross-Attention
por: Lee, Seunghan, et al.
Publicado: (2026)

AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning
por: Lee, Seunghan, et al.
Publicado: (2026)

FinSTaR: Towards Financial Reasoning with Time Series Reasoning Models
por: Lee, Seunghan, et al.
Publicado: (2026)

FinTexTS: Financial Text-Paired Time-Series Dataset via Semantic-Based and Multi-Level Pairing
por: Lee, Jaehoon, et al.
Publicado: (2026)

Adaptive Information Routing for Multimodal Time Series Forecasting
por: Seo, Jun, et al.
Publicado: (2025)

THEME: Enhancing Thematic Investing with Semantic Stock Representations and Temporal Dynamics
por: Lee, Hoyoung, et al.
Publicado: (2025)

Soft Contrastive Learning for Time Series
por: Lee, Seunghan, et al.
Publicado: (2023)

Rethinking the Role of Proxy Rewards in Language Model Alignment
por: Kim, Sungdong, et al.
Publicado: (2024)

Channel Normalization for Time Series Channel Identification
por: Lee, Seunghan, et al.
Publicado: (2025)

Learning to Embed Time Series Patches Independently
por: Lee, Seunghan, et al.
Publicado: (2023)

Dataset-Driven Channel Masks in Transformers for Multivariate Time Series
por: Lee, Seunghan, et al.
Publicado: (2024)

ANT: Adaptive Noise Schedule for Time Series Diffusion Models
por: Lee, Seunghan, et al.
Publicado: (2024)

Design and Performance Evaluation of Energy-Efficient Smart Streetlights in Rural Communities in Countries with Limited Resources
por: Seunghan Lee
Publicado: (2026)

Mitigating Label Shift in Tabular In-Context Learning via Test-Time Posterior Adjustment
por: Lee, Seunghan
Publicado: (2026)

Seo Series I: Analytic Stability and the Velocity Gap – An Unconditional Proof of the Riemann Hypothesis via Geometric Barrier
por: Seo, Wonbin
Publicado: (2025)

Enhanced Quantum behavior on frustrated Ising model: Quantum Approximate Optimization Algorithm study
por: Lee, Seunghan, et al.
Publicado: (2025)

Sequential Order-Robust Mamba for Time Series Forecasting
por: Lee, Seunghan, et al.
Publicado: (2024)

Your AI, Not Your View: The Bias of LLMs in Investment Analysis
por: Lee, Hoyoung, et al.
Publicado: (2025)

Cross-Sectional Asset Retrieval via Future-Aligned Soft Contrastive Learning
por: Lee, Hyeongmin, et al.
Publicado: (2026)

Multi-Granularity Guided Fusion-in-Decoder
por: Choi, Eunseong, et al.
Publicado: (2024)

NMDAR‐Antibody Encephalitis Diagnosed With Primary Central Nervous System Lymphoma: A Case Series
por: Soo Hyun Ahn, et al.
Publicado: (2025)

StyleMotif: Multi-Modal Motion Stylization using Style-Content Cross Fusion
por: Guo, Ziyu, et al.
Publicado: (2025)

CRT-Fusion: Camera, Radar, Temporal Fusion Using Motion Information for 3D Object Detection
por: Kim, Jisong, et al.
Publicado: (2024)

1111111
por: Seo, Wonbin
Publicado: (2025)

Aligning Large Language Models by On-Policy Self-Judgment
por: Lee, Sangkyu, et al.
Publicado: (2024)

Synthesis of Linear and Cyclic Poly(allenamer)s by Powerful Cyclic–Alkyl–Amino–Carbene (CAAC) Ruthenium Catalysts and Facile Post‐modification
por: Yongkang Yang, et al.
Publicado: (2025)

Think Straight, Stop Smart: Structured Reasoning for Efficient Multi-Hop RAG
por: Bang, Jihwan, et al.
Publicado: (2025)

Lipid Droplet Surface Promotes 3D Morphological Evolution of Non‐Rhomboidal Cholesterol Crystals
por: Hyun‐Ro Lee, et al.
Publicado: (2024)

You Only Pose Once: A Minimalist's Detection Transformer for Monocular RGB Category-level 9D Multi-Object Pose Estimation
por: Lee, Hakjin, et al.
Publicado: (2025)

Distributional Stability of Tangent-Linearized Gaussian Inference on Smooth Manifolds
por: Seo, Junghoon, et al.
Publicado: (2026)

In Their Own Words: Reasoning Traces Tailored for Small Models Make Them Better Reasoners
por: Kim, Jaehoon, et al.
Publicado: (2025)

RCM-Fusion: Radar-Camera Multi-Level Fusion for 3D Object Detection
por: Kim, Jisong, et al.
Publicado: (2023)

Cross-Modal Bottleneck Fusion For Noise Robust Audio-Visual Speech Recognition
por: Ok, Seaone, et al.
Publicado: (2026)

Oligomeric Zinc Thiolates Tethering Multidentate Carboxylates for Nondestructive Aqueous Phase Transfer of Quantum Dots
por: Jisu Han, et al.
Publicado: (2024)

DiSC: Resolution-Scalable Acceleration of Diffusion Models by Exploiting Sparsity and Cached Token Reuse with Hash-based Distribution
por: Yoon, Jieon, et al.
Publicado: (2026)

Smartphone‐based combined oral and whole‐body exercise programme aimed at improving oral functions: A randomized clinical trial
por: Eun Seo Jung, et al.
Publicado: (2024)

When Cars Have Stereotypes: Auditing Demographic Bias in Objects from Text-to-Image Models
por: Choi, Dasol, et al.
Publicado: (2025)

GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion
por: Lee, Sunkyung, et al.
Publicado: (2025)

OASIS: Online Sample Selection for Continual Visual Instruction Tuning
por: Lee, Minjae, et al.
Publicado: (2025)

Relations between values and zeros of irreducible characters of symmetric groups
por: Young, Lee Tae
Publicado: (2026)