Future prediction

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 55 papers with code (151 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• DESIRE: Distant Future Prediction in Dynamic Scenes with Interacting Agents
  14 Apr 2017 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  DESIRE effectively predicts future locations of objects in multiple scenes by 1) accounting for the multi-modal nature of the future prediction (i.
• A Survey of World Models for Autonomous Driving
  20 Jan 2025 2 repositories listed
  Recent breakthroughs in autonomous driving have been propelled by advances in robust world modeling, fundamentally transforming how vehicles interpret dynamic scenes and execute safe decision-making.
• TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting
  23 May 2024 2 repositories listed
  Going beyond the mainstream paradigms of plain decomposition and multiperiodicity analysis, we analyze temporal variations in a novel view of multiscale-mixing, which is based on an intuitive but important observation…
• MultiPath++: Efficient Information Fusion and Trajectory Aggregation for Behavior Prediction
  29 Nov 2021 2 repositories listed
  Predicting the future behavior of road users is one of the most challenging and important problems in autonomous driving.
• Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal Relational Learning
  1 Aug 2020 2 repositories listed Syntology ran 1 of 10 samples · 9 unverified
  The derived uncertainty-based ranking loss is found to significantly boost model performance by improving the quality of relational features.
• Temporal Aggregate Representations for Long-Range Video Understanding
  1 Jun 2020 2 repositories listed
  Future prediction, especially in long-range videos, requires reasoning from current and past observations.
• Compositional Video Prediction
  22 Aug 2019 2 repositories listed
  We present an approach for pixel-level future prediction given an input image of a scene.
• Peeking into the Future: Predicting Future Person Activities and Locations in Videos
  11 Feb 2019 2 repositories listed Syntology ran 2 of 27 samples · 25 unverified · 22 pointer-only (licence)
  To facilitate the training, the network is learned with an auxiliary task of predicting future location in which the activity will happen.
• Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue Reasoning
  9 Jun 2025 1 repository listed
  Video Question Answering (VideoQA) aims to answer natural language questions based on the given video, with prior work primarily focusing on identifying the duration of relevant segments, referred to as explicit visual…
• LETS Forecast: Learning Embedology for Time Series Forecasting
  6 Jun 2025 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Inspired by empirical dynamic modeling (EDM) and rooted in Takens' theorem, DeepEDM presents a novel deep model that learns a latent space from time-delayed embeddings, and employs kernel regression to approximate the…
• AdaWorld: Learning Adaptable World Models with Latent Actions
  24 Mar 2025 1 repository listed Syntology ran 8 of 14 samples · 6 unverified
  To overcome this limitation, we propose AdaWorld, an innovative world model learning approach that enables efficient adaptation.
• PhysTwin: Physics-Informed Reconstruction and Simulation of Deformable Objects from Videos
  23 Mar 2025 1 repository listed Syntology ran 0 of 5 samples · 5 unverified
  Creating a physical digital twin of a real-world object has immense potential in robotics, content creation, and XR.
• Seeing the Future, Perceiving the Future: A Unified Driving World Model for Future Generation and Perception
  17 Mar 2025 1 repository listed
  Extensive experiments on the nuScenes dataset demonstrate that UniFuture outperforms specialized models on future generation and perception tasks, highlighting the advantages of a unified, structurally-aware world model.
• Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers
  14 Jan 2025 1 repository listed Syntology ran 6 of 8 samples · 2 unverified
  Our approach incorporates a multimodal masked visual modeling objective and a novel masking mechanism designed for multimodal training.
• TrajAgent: An Agent Framework for Unified Trajectory Modelling
  27 Oct 2024 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  In TrajAgent, we first develop UniEnv, an execution environment with a unified data and model interface, to support the execution and training of various models.
• From Cognition to Precognition: A Future-Aware Framework for Social Navigation
  20 Sep 2024 1 repository listed
  We conduct a detailed experimental analysis with the state-of-the-art learning-based method and two classic rule-based path-planning algorithms on the new benchmark.
• MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos
  12 Jun 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  Multimodal Language Language Models (MLLMs) demonstrate the emerging abilities of "world models" -- interpreting and reasoning about complex real-world dynamics.
• Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering
  2 Jun 2024 1 repository listed Syntology ran 1 of 2 samples · 1 unverified
  To demonstrate the importance of an explicit 4D dynamics representation of the scenes in understanding world dynamics, we further propose NS-4Dynamics, a Neural-Symbolic model for reasoning on 4D Dynamics properties…
• Scaling Lifelong Multi-Agent Path Finding to More Realistic Settings: Research Challenges and Opportunities
  24 Apr 2024 1 repository listed
  We present future directions such as developing more competitive rule-based and anytime MAPF algorithms and parallelizing state-of-the-art MAPF algorithms.
• TrajPRed: Trajectory Prediction with Region-based Relation Learning
  10 Apr 2024 1 repository listed
  We integrate multi-goal estimation and region-based relation learning to model the two stimuli, social interactions, and stochastic goals, in a prediction framework.
• DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction
  4 Feb 2024 1 repository listed
  Further, DeepLag presents a new paradigm for fluid prediction, where the Lagrangian movement of the tracked particles is inferred from Eulerian observations, and their accumulated Lagrangian dynamics information is…
• AutoSAM: Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems
  1 Nov 2023 1 repository listed
  Sequential recommender systems (SRS) have gained widespread popularity in recommendation due to their ability to effectively capture dynamic user preferences.
• HelmFluid: Learning Helmholtz Dynamics for Interpretable Fluid Prediction
  16 Oct 2023 1 repository listed
  Compared with previous velocity estimating methods, HelmFluid is faithfully derived from Helmholtz theorem and ravels out complex fluid dynamics with physically interpretable evidence.
• MTD: Multi-Timestep Detector for Delayed Streaming Perception
  13 Sep 2023 1 repository listed
  Autonomous driving systems require real-time environmental perception to ensure user safety and experience.
• Video Diffusion Models with Local-Global Context Guidance
  5 Jun 2023 1 repository listed Syntology ran 7 of 17 samples · 10 unverified
  We construct a local-global context guidance strategy to capture the multi-perceptual embedding of the past fragment to boost the consistency of future prediction.
• Neural Foundations of Mental Simulation: Future Prediction of Latent Representations on Dynamic Scenes
  19 May 2023 1 repository listed
  In particular, we find that neural responses are currently best predicted by models trained to predict the future state of their environment in the latent space of pretrained foundation models optimized for dynamic…
• Rethinking Learning Approaches for Long-Term Action Anticipation
  20 Oct 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Action anticipation involves predicting future actions having observed the initial portion of a video.
• EgoTaskQA: Understanding Human Tasks in Egocentric Videos
  8 Oct 2022 1 repository listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  The challenges of such capability lie in the difficulty of generating a detailed understanding of situated actions, their effects on object states (i.
• ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-Temporal Feature Learning
  15 Jul 2022 1 repository listed Syntology ran 1 of 5 samples · 4 unverified
  In particular, we propose a spatial-temporal feature learning scheme towards a set of more representative features for perception, prediction and planning tasks simultaneously, which is called ST-P3.
• Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory Prediction
  12 Jun 2022 1 repository listed Syntology ran 4 of 10 samples · 6 unverified · 10 pointer-only (licence)
  Pedestrian trajectory prediction is an essential and challenging task for a variety of real-life applications such as autonomous driving and robotic motion planning.

Syntology lines on 15 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.