Task Planning

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This directory collects papers and code implementations related to task planning in embodied AI.

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Manually Added Papers

Date Title Paper Code Rating
2023 Curiosity-Driven Learning of Joint Locomotion and Manipulation Tasks [[pdf]](https://openreview.net/forum?id=QG_ERxtDAP-&referrer=%5Bthe%20profile%20of%20Marco%20Hutter%5D(%2Fprofile%3Fid%3D~Marco_Hutter1) example/curiosity_tamp ⭐️⭐️

Auto-Updated Papers

Date Title Paper Code Rating
2025-06-26 Strict Subgoal Execution: Reliable Long-Horizon Planning in Hierarchical Reinforcement Learning [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-26 [STEP Planner] STEP Planner: Constructing cross-hierarchical subgoal tree as an embodied long-horizon task planner [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-25 [SPARK] SPARK: Graph-Based Online Semantic Integration System for Robot Task Planning [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-25 [PSALM-V] PSALM-V: Automating Symbolic Planning in Interactive Visual Environments with Large Language Models [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-25 Generating and Customizing Robotic Arm Trajectories using Neural Networks [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-24 [Mem4Nav] Mem4Nav: Boosting Vision-and-Language Navigation in Urban Environments with a Hierarchical Spatial-Cognition Long-Short Memory System [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-24 [The MOTIF Hand] The MOTIF Hand: A Robotic Hand for Multimodal Observations with Thermal, Inertial, and Force Sensors [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-23 [SViP] SViP: Sequencing Bimanual Visuomotor Policies with Object-Centric Motion Primitives [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-23 Robotic Manipulation of a Rotating Chain with Bottom End Fixed [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-22 Adapting Vision-Language Models for Evaluating World Models [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-21 [VLA-OS] VLA-OS: Structuring and Dissecting Planning Representations and Paradigms in Vision-Language-Action Models [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-21 [CLiViS] CLiViS: Unleashing Cognitive Map through Linguistic-Visual Synergy for Embodied Visual Reasoning [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-20 Rapid and Continuous Trust Evaluation for Effective Task Collaboration Through Siamese Model [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-19 An Optimization-Augmented Control Framework for Single and Coordinated Multi-Arm Robotic Manipulation [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-18 [FindingDory] FindingDory: A Benchmark to Evaluate Memory in Embodied Agents [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-18 [HEAL] HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-17 Can Pretrained Vision-Language Embeddings Alone Guide Robot Navigation? [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-17 [CDP] CDP: Towards Robust Autoregressive Visuomotor Policy Learning via Causal Diffusion [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-17 [en] TACS-Graphs: Traversability-Aware Consistent Scene Graphs for Ground Robot Indoor Localization and Mapping [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-17 [NetRoller] NetRoller: Interfacing General and Specialized Models for End-to-End Autonomous Driving [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-12 [Mirage-1] Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-12 An $O(n$)-Algorithm for the Higher-Order Kinematics and Inverse Dynamics of Serial Manipulators using Spatial Representation of Twists [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-12 [Gondola] Gondola: Grounded Vision Language Planning for Generalizable Robotic Manipulation [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-11 A Unified Theory of Compositionality, Modularity, and Interpretability in Markov Decision Processes [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-09 [Multi-robot] Language-Grounded Hierarchical Planning and Execution with Multi-Robot 3D Scene Graphs [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-09 [HiBerNAC] HiBerNAC: Hierarchical Brain-emulated Robotic Neural Agent Collective for Disentangling Complex Manipulation [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-08 [Prime the search] Prime the search: Using large language models for guiding geometric task and motion planning by warm-starting tree search [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-07 [RoboCerebra] RoboCerebra: A Large-scale Benchmark for Long-horizon Robotic Manipulation Evaluation [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-06 [Astra] Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-06 [SPRINT] SPRINT: Enabling Interleaved Planning and Parallelized Execution in Reasoning Models [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-05 [Multi-robot] Hierarchical Language Models for Semantic Navigation and Manipulation in an Aerial-Ground Robotic System [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-04 Zero-Shot Temporal Interaction Localization for Egocentric Videos [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-04 Understanding Physical Properties of Unseen Deformable Objects by Leveraging Large Language Models and Robot Actions [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-03 Geometric Visual Servo Via Optimal Transport [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-03 Grounded Vision-Language Interpreter for Integrated Task and Motion Planning [pdf] ⚠️ ⭐️⭐️⭐️
2025-06-02 Agentic Episodic Control [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-31 [en] LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-29 [Agentic Robot] Agentic Robot: A Brain-Inspired Framework for Vision-Language-Action Models in Embodied Agents [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-29 Toward Memory-Aided World Models: Benchmarking via Spatial Consistency [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-29 [OWL] OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-28 [DORAEMON] DORAEMON: Decentralized Ontology-aware Reliable Agent with Enhanced Memory Oriented Navigation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-28 Reinforced Reasoning for Embodied Planning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-28 [LabUtopia] LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-28 Semantic Exploration and Dense Mapping of Complex Environments using Ground Robots Equipped with LiDAR and Panoramic Camera [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-28 Spring-Brake! Handed Shearing Auxetics Improve Efficiency of Hopping and Standing [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-27 [PartInstruct] PartInstruct: Part-level Instruction Following for Fine-grained Robot Manipulation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-26 Deep Active Inference Agents for Delayed and Long-Horizon Environments [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-26 [Task Memory Engine] Task Memory Engine: Spatial Memory for Robust Multi-Step LLM Agents [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-23 [ComfyMind] ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-23 [USTBench] USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning of LLMs as Urban Agents [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-23 One Demo Is All It Takes: Planning Domain Derivation with LLMs from A Single Demonstration [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-23 [en] BEDI: A Comprehensive Benchmark for Evaluating Embodied Agents on UAVs [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-22 Beyond Needle(s) in the Embodied Haystack: Environment, Architecture, and Training Considerations for Long Context Reasoning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-21 [HCRMP] HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-21 [UAV-Flow Colosseo] UAV-Flow Colosseo: A Real-World Benchmark for Flying-on-a-Word UAV Imitation Learning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-20 [APEX] APEX: Empowering LLMs with Physics-Based Task Planning for Real-time Insight [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-20 Scan, Materialize, Simulate: A Generalizable Framework for Physically Grounded Robot Planning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-20 Fast and scalable multi-robot deployment planning under connectivity constraints [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-20 [Multi-Agent] Think, Reflect, Create: Metacognitive Learning for Zero-Shot Robotic Planning with LLMs [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-19 Granular Loco-Manipulation: Repositioning Rocks Through Strategic Sand Avalanche [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-17 [OneTwoVLA] OneTwoVLA: A Unified Vision-Language-Action Model with Adaptive Reasoning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-15 [SRT-H] SRT-H: A Hierarchical Framework for Autonomous Surgery via Language Conditioned Imitation Learning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-15 [FlowDreamer] FlowDreamer: A RGB-D World Model with Flow-based Motion Representations for Robot Manipulation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-15 [AORRTC] AORRTC: Almost-Surely Asymptotically Optimal Planning with RRT-Connect [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-13 Achieving Scalable Robot Autonomy via neurosymbolic planning using lightweight local LLM [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-13 Towards Autonomous UAV Visual Object Search in City Space: Benchmark and Agentic Methodology [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-13 Symbolically-Guided Visual Plan Inference from Uncurated Video Data [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-13 Multi-step manipulation task and motion planning guided by video demonstration [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-12 Revisiting the Excess Volatility Puzzle Through the Lens of the Chiarella Model [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-12 Topological Indices Among Strong Support Vertex [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-12 Piloting Structure-Based Drug Design via Modality-Specific Optimal Schedule [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-12 [CHD] CHD: Coupled Hierarchical Diffusion for Long-Horizon Tasks [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-12 Cooperative Assembly with Autonomous Mobile Manipulators in an Underwater Scenario [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-11 Efficient Robotic Policy Learning via Latent Space Backward Planning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 Neuro-Symbolic Concepts [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 Leakage-resilient Algebraic Manipulation Detection Codes with Optimal Parameters [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 Preferential Attachment Trees with Vertex Death: Persistence of the Maximum Degree [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 New Advances in Phonons: From Band Topology to Quasiparticle Chirality [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 Alternating Methods for Large-Scale AC Optimal Power Flow with Unit Commitment [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 Above-room-temperature ferromagnetism in large-area epitaxial Fe3GaTe2/graphene van der Waals heterostructures [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-09 An Empirical Study of Fuzz Harness Degradation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 From Single Image to 3D Avatar via Synthetic Data Generation with Video Diffusion and Data Augmentation [pdf] yc4ny/SVAD ⭐️⭐️⭐️
2025-05-08 A Survey [pdf] hzxie/awesome-3d-scene-generation ⭐️⭐️⭐️
2025-05-08 Predicting Structure and Motion via Ray Origin and Endpoint Diffusion [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 An Omni Foundation Model for Interleaved Multi-Modal Generation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Evaluating Legally Consistent Bias in Machine Learning [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Training Flow Matching Models via Online RL [pdf] yifan123/flow_grpo ⭐️⭐️⭐️
2025-05-08 Generating Physically Stable and Buildable LEGO Designs from Text [pdf] AvaLovelace1/LegoGPT ⭐️⭐️⭐️
2025-05-08 Turning Your Offline Video Large Language Model into a Proactive Streaming Assistant [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Comparison of integral equations used to study $T_{cc}^+$ [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Preference Alignment via Comparison Oracles [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Understanding Perception and Reasoning through Model Merging [pdf] shiqichen17/vlm_merging ⭐️⭐️⭐️
2025-05-08 Primordial black-hole formation and heavy r-process element synthesis from the cosmological QCD transition. Two aspects of an inhomogeneous early Universe [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Marsden–Meyer–Weinstein reduction for $k$-contact field theories [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Representation Stability for Marked Graph Complexes [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Reduced Basis Method for Driven-Dissipative Quantum Systems [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 A Dataset of Misleading Narratives Surrounding Recent UK General Elections [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Emergence of Spin-Polarized Unconventional Skin Effect in Hatano-Nelson Model [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 A Study on Improvement of Image Quality in Quantum Polarized Microscopy using an Entangled-Photon Source [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 towards Spatial Intelligence Thorough Evaluation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Calculation of ground state energy of Lithium and Beryllium based on variational method [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Resolution of the Solar Convective Conundrum? New Results Using the Time-Distance Deep-Focus Method [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Conversational Process Model Redesign [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Reinforcement Learning-Driven Data Assimilation with Uncertainty-Aware Constrained Ensembles [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 The Brownian marble [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Novel Forms of Early Dark Energy [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Quantum effects in rotating thermal states on anti-de Sitter space-time [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 todd [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 a cosmic explosion with a complex off-axis jet and cocoon from a massive progenitor [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 implications for the observed abundance of ultra-violet luminous galaxies at z>10 [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Leveraging Co-Speech Gestures to Augment LLM-Based Interaction in Virtual Reality [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 An Efficient Edge-Cloud Collaborative Multi-Agent Framework for Mobile Automation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Stabilization of Kac polynomials [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Scalable Bernoulli factories for Bayesian inference with intractable likelihoods [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Cell size heterogeneity controls crystallization of the developing fruit fly wing [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 The effective energy of a lattice metamaterial [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Artifact Sharing for Information Retrieval Research [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Non-Markovianity in collision models with initial intra-environment correlations [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Boundary Energy-Momentum Tensors for Asymptotically Flat Spacetimes [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Statistical Characterization of Entanglement Degradation Under Markovian Noise in Composite Quantum Systems [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Two-dimensional water waves with constant vorticity and general bottom topography [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Theoretical modeling of approximate universality of tidally deformed neutron stars [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Empowering Scientific Workflows with Federated Agents [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Efficient Data Filtering and Verification for High-Quality LLM Training Data [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 On differentiation of integrals in Lebesgue spaces [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 An efficient second-order cone programming approach for dynamic optimal transport on staggered grid discretization [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 an LLM-based Literary Translation evaluation metric with Professional Question Answering [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Regularization by noise for the energy- and mass-critical nonlinear Schrödinger equations [pdf] ⚠️ ⭐️⭐️⭐️
2025-05-08 Robustly optimal dynamics for active matter reservoir computing [pdf] ⚠️ ⭐️⭐️⭐️

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Last updated: 2025-06-28