Reconciling intuitive physics and Newtonian mechanics for colliding objects

Cited by (193)

Items 101–193 of 193

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2. Intuitive physical reasoning about objects’ masses transfers to a visuomotor decision task consistent with Newtonian physics
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4. Bayesian Models of the Mind
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5. Causal agency and the perception of force
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6. The embodied dynamics of perceptual causality: a slippery slope?
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7. Evaluating the inverse reasoning account of object discovery
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8. Faulty Towers: A hypothetical simulation model of physical support.
   Tobias Gerstenberg, Liang Zhou, Kevin A. Smith, Joshua B. Tenenbaum · 2017 · eScholarship (California Digital Library)
9. Sampling as the Human Approximation to Probabilistic Inference
   Adam N. Sanborn, Jian-Qiao Zhu, Jake Spicer, Joakim Sundh, Pablo León-Villagrá, Nick Chater A · 2021 · Oxford University Press eBooks
10. Evidence of weight-based representations of gravitational motion.
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11. Spatially Perturbed Collision Sounds Attenuate Perceived Causality in 3D Launching Events
    Duotun Wang, James Kubrlcht, Yixin Zhu, Wei Lianq, Song Chun Zhu, Chenfanfu Jiang, Hongjing Lu · 2018 · IEEE Conference on Virtual Reality and 3D User Interfaces (VR)
12. Causal generative models are just a start
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13. An information integration study on the intuitive physics of the Newton’s cradle
    Armando Mónica Oliveira, Ana Duarte Silva · 2014 · Redalyc (Universidad Autónoma del Estado de México)
14. What the Study of Psychological Essentialism May Reveal about the Natural World
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15. Euclid's Random Walk: Developmental Changes in the Use of Simulation for Geometric Reasoning
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16. Learning to build physical structures better over time.
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17. Visual routines for detecting causal interactions are tuned to motion direction
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18. Blending simulation and abstraction for physical reasoning
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19. Insights into cognitive mechanics from education, developmental psychology and cognitive science
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20. Levels of analysis for large language models
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21. Intuitive physics ability in systemizers relies on differential use of the internalizing system and long-term spatial representations
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22. 3D-IntPhys: Towards More Generalized 3D-grounded Visual Intuitive Physics under Challenging Scenes
    Haotian Xue, Antonio B. Torralba, Joshua B. Tenenbaum, Daniel L. K. Yamins, Yunzhu Li, Hsiao-Yu Fish Tung · 2023 · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
23. NovPhy: A physical reasoning benchmark for open-world AI systems
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24. Beyond Almost-Sure Termination.
    Thomas Icard · 2017 · eScholarship (California Digital Library)
25. One task – Many strategies of interpreting and reasons of decision making in the context of an eye-tracking research
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26. Inferences on enacted understanding: using immersive technologies to assess intuitive physical science knowledge
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27. Modeling Cognition with Probabilistic Programs: Representations and Algorithms
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28. An Approximate Representation of Objects Underlies Physical Reasoning
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29. Noisy Perceptual Expectations: Multiple Object Tracking Benefits When Objects Obey Features of Realistic Physics
    Jonas Sin-Heng Lau, Timothy F. Brady · 2018
30. Tangled Physics: Knots Strain Intuitive Physical Reasoning
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31. Models of human probability judgment errors
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32. Using Occam’s razor and Bayesian modelling to compare discrete and continuous representations in numerosity judgements
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33. Physics Simulation Games
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34. The identification of materials from patterns of fluid flow
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35. The online processing of dynamics
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36. The People versus Behavioral Science: Alignment between lay and scientific understanding of compliance
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37. Inferring mass in complex physical scenes via probabilistic simulation
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38. Consistency and Variation in Reasoning About Physical Assembly
    William P. McCarthy, David Kirsh, Judith E. Fan · 2023 · Cognitive Science
39. Cognitive reflection and Normality Identities: two new benchmarks for models of probability judgments
    Jiaqi Adam Huang, Jerome R. Busemeyer, Emmanuel M. Pothos, Zo Ebelt · 2024
40. Michotte’s research on perceptual impressions of causality: a registered replication study
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41. Information sampling and Bayesian belief formation in statistical judgment
    Lisheng He, Hongyi Wang, Yiwen Bian, Xiumei Zhang, Sudeep Bhatia · 2025 · Proceedings of the National Academy of Sciences
42. Cross-modal invariants as the foundational basis of emerging brain circuitry representations
    Aruna Ramasamy, Henrik Jörntell · 2026 · Physics of Life Reviews
43. Deeper Understanding of Vague Instructions through Simulated Execution
    Mihai Pomarlan, Daniel Nyga, Mareike Picklum, Sebastian Koralewski, Michael Beetz · 2017 · Adaptive Agents and Multi-Agents Systems
44. An Introduction to Psychologically Plausible Sampling Schemes for Approximating Bayesian Inference
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45. Combining forces for causal reasoning: Children’s predictions about physical interactions
    Salih C. Özdemir, Nathan R. George, Tilbe Göksun · 2023 · Journal of Experimental Child Psychology
46. A stochastic world model on gravity for stability inference
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47. Relational dynamics inform predictive motor planning and perception
    Abdul-Rahim Deeb, Fulvio Domini A · 2025 · Journal of Neurophysiology
48. Evolution of Design Intuition and Synthesis Using Simulation Enriched Qualitative Cognitive Models
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49. A Computational Model for Combinatorial Generalization in Physical Perception from Sound
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50. Visual impressions of active and inanimate resistance to impact from a moving object
    Peter Anthony White · 2020 · Visual Cognition
51. Physics Simulation Games
    Jochen Renz, Xiaoyu Ge · 2016 · Springer eBooks
52. Metaphysics of the Bayesian mind
    Justin Tiehen · 2022 · Mind & Language
53. Variability in prior expectations explains biases in confidence reports
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54. Monkeys predict trajectories of virtual prey using basic variables from Newtonian physics
    Seng Bum Michael Yoo, Steven T. Piantadosi, Benjamin Y. Hayden · 2018 · bioRxiv (Cold Spring Harbor Laboratory)
55. Visual routines for detecting causal interactions are tuned to motion direction
    Sven Ohl, Martin Rolfs · 2024 · eLife
56. Intuitive sensorimotor decisions under risk take Newtonian physics into account
    Fabian Tatai, Dominik Straub, Constantin A. Rothkopf · 2025 · bioRxiv (Cold Spring Harbor Laboratory)
57. Ensemble Physics: Perceiving the Mass of Groups of Objects is More Than the Sum of Its Parts
    Vicente Vivanco, Joshua B. Tenenbaum, Vivian C. Paulun, Kevin A. Smith · 2025
58. An Intuitive Physics Study on the Role of Mass in Horizontal Collisions
    Michele Vicovaro, Luigi Burigana · 2014 · OpenstarTs (Univeristy of Trieste https://www.units.it/)
59. Curvilinear Impetus Bias: A General Heuristic to Favor Natural Regularities of Motion
    Rosaline Alice Dye · 2013 · Arizona State University Library Digital Repository (Arizona State University)
60. Towards intuitive rigid-body physics through parameter search
    Javier Felip, D. Gonzalez-Aguirre, Omesh Tickoo · 2017 · IEEE-RAS International Conference on Humanoid Robots (Humanoids)
61. Reflective equilibrium and ethical induction from the perspective of logic and statistics
    Erwin B. Montgomery · 2020 · Elsevier eBooks
62. Estetinės formos harmonizavimas intuityvaus pažinimo aspektu
    Jonas Žukas · 2021
63. Unsteady Flow Field Prediction: Understanding the Dynamics in an Intuitive Physics Way
    Xiyao Qu, Zijing Liu, Wei An, Hongqiang Lyu, Xuejun Liu · 2022 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
64. Can Bayesian Models of Cognition Show That We Are (Epistemically) Rational?
    Arnon Levy · 2023 · Philosophy of Science
65. Computational Approaches
    Klaus Fiedler, Peter Juslin, Jerker C. Denrell · 2023 · Cambridge University Press eBooks
66. Approximating Bayesian Inference through Internal Sampling
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67. References
    2023 · The MIT Press eBooks
68. A stochastic world model on gravity for stability inference
    Taicheng Huang, Jia Liu B · 2023 · eLife
69. Reviewer #2 (Public Review): Visual routines for detecting causal interactions are tuned to motion direction
    2024 · eLife
70. X-VoE: Measuring eXplanatory Violation of Expectation in Physical Events
    Bo Dai, Linge Wang, Baoxiong Jia, Zeyu Zhang, Song Chun Zhu, Chi Zhang, Yixin Zhu · 2023 · IEEE/CVF International Conference on Computer Vision (ICCV)
71. The (Un)ideal Physicist: How Humans Rely on Object Interaction for Friction Estimates
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72. Author response: A stochastic world model on gravity for stability inference
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73. Reviewer #2 (Public Review): A stochastic world model on gravity for stability inference
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74. Visual routines for detecting causal interactions are tuned to motion direction
    Sven Ohl, Martin Rolfs · 2025 · eLife
75. Author response: Visual routines for detecting causal interactions are tuned to motion direction
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76. Understanding the link between spatial skills and mechanical reasoning
    Felipe Munoz‐Rubke, Zachary C. K. Hawes, Ramón D. Castillo, Karla Avendaño, Valentina Zamorano, Javier Soto-Mardones · 2025 · Thinking Skills and Creativity
77. Towards video-based injury risk assessment: predicting lifting loads from body pose trajectories
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78. Approximating Bayes? On the role of approximations in Bayesian cognitive science
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79. The visual perception of relative mass from object collisions
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80. Onset Repulsion Effect and Mass Perception: Dynamic events as a natural cause for spatial onset mislocalizations
    Rodrigo Ribeiro Freitas, Samuel Silva, Nuno Alexandre De Sá Teixeira · 2026 · SSRN Electronic Journal
81. Real-Time Embodied Experience Shapes High-Level Reasoning Under Altered Gravity
    Hélène Grandchamp des Raux, Tommaso Ghilardi, Elisa Raffaella Ferrè, Ori Ossmy · 2026 · bioRxiv (Cold Spring Harbor Laboratory)
82. Designing Interactions, Interacting with Design : Towards Instrumentality and Materiality in Procedural Computer Graphics and Beyond
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83. The Spatial Specificity and Recovery from Visual Adaptation in Causality Perception
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84. Intuitive Experimentation in the Physical World
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85. The Psychological Markers of the Basing Relation
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86. Real-Time Embodied Experience Shapes High-Level Reasoning Under Altered Gravity
    Hélène Grandchamp des Raux, Tommaso Ghilardi, Elisa Raffaella Ferrè, Ori Ossmy · 2026 · eLife
87. Real-Time Embodied Experience Shapes High-Level Reasoning Under Altered Gravity
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88. Predictive visual uncertainty around moving trajectories influences causality judgments in launching displays
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89. Seeing, hearing, and feeling causation
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90. Direct perception, heuristic reasoning, or Newtonian mechanics? A Bayesian approach to naturalness and causality judgments in collision events
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91. Concurrent Competition Between Heuristic and Simulation Processes in Intuitive Physical Reasoning
    Yaxuan Liu, Yang GUI, Xinyi Zeng, Zonglei Zhen · 2026 · SSRN Electronic Journal
92. Reviewer #2 (Public review): Real-Time Embodied Experience Shapes High-Level Reasoning Under Altered Gravity
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93. Real-Time Embodied Experience Shapes High-Level Reasoning Under Altered Gravity
    Hélène Grandchamp des Raux, Tommaso Ghilardi, Elisa Raffaella Ferrè, Ori Ossmy · 2026 · eLife