TRELLIS
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Related Articles from SNS
(Auto)formalization is supposed to be easy: Trellis process semantics for spelling out rigorous proofs
arXiv:2606.09674v1 Announce Type: new Abstract: We present Trellis: an autoformalization system that leverages LLM agents in a deterministically constrained workflow to enforce incremental progress in Lean autoformalization tasks through iterative refinement of natural language proofs. Our approach is motivated by the common mathematician's notion of what it means to have a rigorous proof in the first place: namely, that it would be routine to elaborate any part of the proof in further...
Stream3D: Sequential Multi-View 3D Generation via Evidential Memory
arXiv:2605.21472v2 Announce Type: replace Abstract: View-conditioned 3D generators such as SAM 3D, TRELLIS, and Hunyuan3D produce high-quality object reconstructions from a single view, but real-world visual observation often arrives as long monocular streams. Naively applying these generators to each streaming frame independently leads to severe temporal inconsistency in the generated results. To address this problem, we propose Stream3D, the first training-free streaming mechanism that...
Stream3D: Sequential Multi-View 3D Generation via Evidential Memory
arXiv:2605.21472v3 Announce Type: replace Abstract: View-conditioned 3D generators such as SAM 3D, TRELLIS, and Hunyuan3D produce high-quality object reconstructions from a single view, but real-world visual observation often arrives as long monocular streams. Naively applying these generators to each streaming frame independently leads to severe temporal inconsistency in the generated results. To address this problem, we propose Stream3D, the first training-free streaming mechanism that...
Gardens look 'enchanting' with new £2 Home Bargains garden lights
Gardens look 'enchanting' with new £2 Home Bargains garden lights The lights 'blend timeless design with cutting-edge solar technology' Home Bargains is selling a new piece of garden lighting that claims to "combine classic style" with a handy feature that keeps gardens and patios looking their best this spring and summer. And the upgrade will only cost shoppers as little as £2. The Firefly Crackle Glass Lantern Stake Solar Light is available online and in stores across the UK for £1.99 each.
Silurus/ooxml: Pixel-faithful Office documents, rendered in the browser
This entire codebase — Rust parsers, TypeScript renderers, tests, and tooling — was implemented by Claude (Anthropic's AI assistant) through iterative prompting. No human-written application code exists in this repository. A browser-based viewer for Office Open XML documents that renders to an HTML Canvas element.
'My nosy neighbours keep creeping over garden fence so I'm going nuclear'
'My nosy neighbours keep creeping over garden fence so I'm going nuclear' A woman has opened up about how her neighbours are allegedly being "nosy". She said they keep creeping over her garden fence, and it's forced her to take "nuclear action" Everyone wants privacy, but this can be difficult to achieve when we spend time in the garden, as you can sometimes be forced to chat to your neighbours or even hear them talk and argue at times.
SuperVoxelGPT: Adaptive and Ordered 3D Tokenization for Autoregressive Shape Generation
arXiv:2605.29655v2 Announce Type: replace Abstract: Autoregressive multimodal large language models (MLLMs) enable 3D generation but struggle to scale to high-resolution shapes due to inadequate 3D tokenizations. Compact set-based representations discard deterministic spatial ordering, leading to ambiguous sequence prediction, while uniform or octree-based voxel grids preserve ordering at the cost of severe redundancy and excessively long sequences. This structural trade-off limits stable...