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AI Video Papers·2026
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Vidu S1: A Real-Time Interactive Video Generation Model

Jintao Zhang, Kai Jiang +25

Generates real-time, infinite-length interactive videos of voice-controllable digital characters — 540p at up to 42 FPS on consumer GPUs. Uses TurboDiffusion and TurboServe to maintain temporal coherence without blur or drift, and accepts custom person, anime, or pet images plus selectable voice tones.

#video#ai-video#multimodal#voice#ai-inference+4
Hugging Face
AI Video·2026
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LTX-Best-Face-ID

Alissonerdx

Generates short videos that preserve a reference person's identity from a single reference image as a LoRA adapter for LTX-2. Uses overlap reference conditioning with TASS‑RoPE source-phase tagging and an ArcFace identity loss; runs in ComfyUI via BFS Nodes and supports a 4‑panel character‑sheet mode for clothing/body consistency.

#lora#video#ai-video#gemma#huggingface+2
AI Video Papers·2026
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ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

Lingao Xiao, Yalun Dai +18

Converts an academic paper into reusable extracted assets and then produces editable poster, synchronized talk video, and bilingual blog via modular generator skills. Key differentiator: a single Paper2Assets extractor shared by three editable generators plus an interactive Paper2Reel viewer that links slides, video, captions and blog while preserving factual consistency and round-tripable PPT/DOCX output.

#agent-skills#claude-code#codex#paper#video+4
Hugging Face
AI Dataset·2026
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VideoChat3-Academic2M

MCG-NJU

Provides re-annotated academic video instruction data for captioning, video QA, and fine-grained motion understanding; rewrites short answers and concise captions into evidence-grounded, instruction-following responses and supplies JSONL annotation files (original videos not included).

#video#ai-video#multimodal#vision#huggingface+1
AI Video Papers·2026
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Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory

Chang Nie, Jiaju Wei +3

Provides a reflexive agentic framework for long-horizon video understanding that replaces costly iterative reasoning with dual contextual states: a consolidated global multimodal script and parametric latent states for fast retrieval and response, improving speed and memory efficiency.

#video#multimodal#ai-agent#qwen#embeddings+4
Hugging Face
AI Dataset·2026
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Open-AoE — Egocentric Hand Manipulation Dataset

inclusionAI, ant-research

Provides structured egocentric manipulation signals from smartphone videos: MANO 3D hand reconstructions, metric camera trajectories, and fine-grained atomic action segments (full release ≈2,000 hours planned). Supplies aligned hands.npz, camera_traj.npz, undistorted intrinsics and segment annotations for embodied-learning pipelines.

#video#robotics#mobile#android#huggingface+2
AI Video Papers·2026
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AlayaWorld: Long-Horizon and Playable Video World Generation

AlayaWorld Team, Kaipeng Zhang +15

Autoregressively synthesizes long-horizon, playable video worlds conditioned on current state and user actions for real-time interaction. Ships as an open-source, full-stack framework covering data preparation, model architectures, training, inference acceleration, and deployment for interactive generative worlds.

#video#ai-video#multimodal#paper#code+2
Hugging Face
AI Video·2026
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LingBot-World v2 — 14B causal-fast

Zelin Gao, Qiuyu Wang +18·Robbyant

Generates image-to-video world-model outputs using a distilled 14B causal model optimized for chunked, KV-cached inference across long-horizon interactive scenes; offers a real-time 'causal-fast' variant capable of driving near‑real‑time video streams and an agentic harness for action-driven scene synthesis (CC BY‑NC‑SA).

#diffusers#video#ai-video#multimodal#huggingface+3
AI Video Papers·2026
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Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence

Shuailei Ma, Jiaqi Liao +25

Pretrains a DiT-based Mixture-of-Experts video foundation model for embodied intelligence by augmenting internet videos with robot-centric footage and using a multi-dimensional reward system to prioritize physical realism and task completion while scaling MoE for better capacity vs. inference trade-offs.

#video#robotics#foundation-model#ai-video#multimodal+3
Hugging Face
AI Video·2026
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LingBot-Video-MoE (30B-A3B)

Shuailei Ma, Jiaqi Liao +25

Generates videos from text and image+text prompts using a 30B Mixture-of-Experts model tuned for embodied intelligence; includes a refiner and structured prompt rewriter, and supports diffusers/SGLang runtimes with multi-GPU inference.

#ai-video#video#diffusers#huggingface#transformers+5
Computer Vision Papers·2026
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Infinite Worlds with Versatile Interactions

Zelin Gao, Qiuyu Wang +18

Creates an open-ended interactive world simulator with an unbounded interaction horizon via causal pretraining, a distilled real-time runtime that drives 720p@60fps, a wider action/event repertoire, and a pilot–director agent split for behavior planning and environment synthesis.

#video#multimodal#foundation-model#ai-agent#agent-skills+4
AI Video Papers·2026
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LongE2V: Long-Horizon Event-based Video Reconstruction, Prediction, and Frame Interpolation with Video Diffusion Models

Cheng-De Fan, Chun-Wei Tuan Mu +5·National Yang Ming Chiao Tung UniversityTaiwan

Recovers and predicts RGB video from sparse event-camera streams by fine-tuning pre-trained video diffusion priors; jointly addresses reconstruction, long-horizon prediction, and bidirectional frame interpolation with mechanisms to reduce temporal drift and enforce interpolation consistency.

#video#ai-video#paper#vision#diffusers
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