The Spacetime Cognition Deficit: Why Architecture Matters for General Embodied Intelligence
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2026
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| _version_ | 1866901998812528640 |
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| author | Li, Hengbo |
| author_facet | Li, Hengbo |
| contents | We propose the spacetime cognition deficit hypothesis: conventional Transformer architectures are structurally limited in achieving general embodied intelligence because they lack intrinsic spacetime modeling capability, and this limitation is architectural rather than parametric. We present three lines of evidence from the LSH-SFA series and outline a concrete validation path using the LSH project's existing 3D world engine with pluggable physics backends, proposing three experiments that can definitively test the hypothesis. LSH-SFA, with its intrinsic spacetime encoding, PDE-driven evolution, light-cone causality, and energy conservation, provides the general-purpose architectural foundation that embodied intelligence requires. |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_20129066 |
| institution | Zenodo |
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| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | The Spacetime Cognition Deficit: Why Architecture Matters for General Embodied Intelligence Li, Hengbo spacetime cognition deficit general embodied intelligence Transformer limitations physical priors wave packet representation LSH-SFA architectural diversity physical simulation embodied cognition general-purpose foundation We propose the spacetime cognition deficit hypothesis: conventional Transformer architectures are structurally limited in achieving general embodied intelligence because they lack intrinsic spacetime modeling capability, and this limitation is architectural rather than parametric. We present three lines of evidence from the LSH-SFA series and outline a concrete validation path using the LSH project's existing 3D world engine with pluggable physics backends, proposing three experiments that can definitively test the hypothesis. LSH-SFA, with its intrinsic spacetime encoding, PDE-driven evolution, light-cone causality, and energy conservation, provides the general-purpose architectural foundation that embodied intelligence requires. |
| title | The Spacetime Cognition Deficit: Why Architecture Matters for General Embodied Intelligence |
| topic | spacetime cognition deficit general embodied intelligence Transformer limitations physical priors wave packet representation LSH-SFA architectural diversity physical simulation embodied cognition general-purpose foundation |
| url | https://doi.org/10.5281/zenodo.20129066 |