SOTAVerified

Temporal Sequences

This task asks models to answer questions about which times certain events could have occurred.

Source: BIG-bench

Image source: BIG-bench

Papers

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Showing 26–50 of 200 papers

TitleStatusHype
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar MemoriesCode2
MarineFormer: A Spatio-Temporal Attention Model for USV Navigation in Dynamic Marine Environments—0
Scalable Mechanistic Neural Networks for Differential Equations and Machine LearningCode0
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation DataCode2
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition—0
Causal Temporal Representation Learning with Nonstationary Sparse TransitionCode0
RoboSense: Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured EnvironmentsCode2
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series ForecastingCode2
A Comprehensive Review of Few-shot Action Recognition—0
Spiking Tucker Fusion Transformer for Audio-Visual Zero-Shot Learning—0
Spatiotemporal Predictions of Toxic Urban Plumes Using Deep Learning—0
Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-trainingCode1
Untangling Lariats: Subgradient Following of Variationally Penalized Objectives—0
F5C-finder: An Explainable and Ensemble Biological Language Model for Predicting 5-Formylcytidine Modifications on mRNACode0
Learning Object Semantic Similarity with Self-Supervision—0
Semantically-correlated memories in a dense associative modelCode1
Interpretable Neural Temporal Point Processes for Modelling Electronic Health Records—0
Mitigating LLM Hallucinations via Conformal Abstention—0
Towards Learning Contrast Kinetics with Multi-Condition Latent Diffusion ModelsCode1
Towards the Reusability and Compositionality of Causal Representations—0
SpikeReveal: Unlocking Temporal Sequences from Real Blurry Inputs with Spike StreamsCode1
Structural Positional Encoding for knowledge integration in transformer-based medical process monitoringCode0
Deep Learning Approaches for Human Action Recognition in Video Data—0
DeepSRGM -- Sequence Classification and Ranking in Indian Classical Music with Deep Learning—0
Multi-Patch Prediction: Adapting LLMs for Time Series Representation LearningCode2
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