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Hugging Face
AI Model·2026
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NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4

NVIDIA

Multilingual frontier LLM optimized for long-context reasoning and agentic workflows, combining a LatentMoE (Mamba-2 + MoE) hybrid architecture with Multi-Token Prediction and NVFP4 quantization; targeted for NVIDIA GPU deployments and governed by the OpenMDW-1.1 license.

#nvidia#pytorch#transformers#LLM#multilingual+8
Computer Vision Papers·2026
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SCAIL-2: Unifying Controlled Character Animation with End-to-end In-Context Conditioning

Wenhao Yan, Fengjia Guo +2

End-to-end framework for controlled character animation that transfers motion from driving videos to reference characters without intermediate pose or background representations. Introduces the MotionPair‑60K end-to-end motion-transfer dataset, in‑context mask conditioning and mode‑specific RoPE for task unification, plus Bias‑Aware DPO to mitigate synthetic-detail errors.

#paper#vision#video#multimodal#ai-video+1
Hugging Face
AI Dataset·2026
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HIW-500: Humanoids In-the-Wild Dataset (LeRobot)

BitRobot, Unitree +1

Provides 500+ hours of human whole-body teleoperation recordings of a Unitree G1 in real homes, packaged in LeRobot v3.0 for robot learning. Contains 23K+ episodes, ~40M frames, multi-view 480p@30 video, 29-DoF states, actions and language annotations; CC BY 4.0 and large download size.

#robotics#video#huggingface#polars#pytorch
Hugging Face
AI Dataset·2026
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UltraX (openbmb/UltraX-Preview)

OpenBMB

Refines large-scale English pretraining corpora by predicting per-instance structured edits (insert, delete, replace) and deterministically applying them to produce cleaner text for LLM training. Provides five ~20B-token refined corpora in parquet with edit metadata and simple loading configs.

#llm#huggingface#nlp#polars#pytorch+1
Hugging Face
AI Audio·2026
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ZONOS2

Gabriel Clark, Sofian Mejjoute +3·Zyphra

Multilingual, low-latency text-to-speech model for speech generation and zero-shot voice cloning. Uses an MoE backbone with ECAPA-TDNN speaker embeddings, supports audio prefixes, fine-grained prosody/emotion controls and 44.1kHz output; optimized for Linux + NVIDIA GPUs.

#tts#audio#multilingual#voice#huggingface+4
Large Language Model Papers·2026
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MiniMax Sparse Attention

Xunhao Lai, Weiqi Xu +9

Implements a blockwise sparse attention (MiniMax Sparse Attention) that scores and Top-k selects key-value blocks per Grouped Query Attention group to enable attention over million-token contexts. Paired with an exp-free Top-k GPU kernel and KV-outer sparse execution, it reduces per-token attention compute and yields large prefill/decoding speedups.

#paper#llm#multimodal#github#huggingface+4
Hugging Face
AI Image·2026
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Krea 2 Turbo

Sangwu Lee, Erwann Millon +14·Krea.ai, Inc.

Generates images from natural-language prompts as an 8-step distilled checkpoint of Krea 2, optimized for fast iterative text-to-image workflows with style references and 1K–2K resolution outputs.

#diffusers#ai-image#image#vision#huggingface+5
GitHub
AI Model·2026
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Unlimited OCR Works

Youyang Yin, Huanhuan Liu +15·Baidu Inc.

Performs one-shot, long-horizon OCR parsing of multi-page documents by using Reference Sliding Window Attention (R‑SWA) to keep the KV cache constant, enabling single-pass transcription of dozens of pages. Key features: constant KV cache, DeepEncoder visual compression, MoE-backed 3B model—suited for large-scale PDF/image parsing on GPU.

#ocr#long-horizon#mixture-of-experts#vllm#huggingface+8
Hugging Face
AI Model·2026
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Unlimited OCR Works

Youyang Yin, Huanhuan Liu +15·Baidu Inc.

Performs one-shot, long-horizon OCR and document parsing by using Reference Sliding Window Attention (R-SWA) to keep the decoder KV cache constant, enabling single-pass multi-page transcription; code, model weights and an accompanying arXiv report are provided.

#ocr#vision#multimodal#transformers#deepseek+4
Hugging Face
AI Audio·2026
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Inflect-Micro-v2

Owen Song

Local English text-to-waveform TTS producing a single fixed synthetic voice in a deployable package below 10M parameters. Offers deterministic seeds, punctuation-aware long-text chunking, CPU/CUDA and ONNX runtime options, measured evaluations and a compact FP32 footprint; English-only, one voice.

#pytorch#huggingface#speech#audio#voice+5
Hugging Face
AI Audio·2026
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Inflect-Nano-v2

Owen Song

Generates English speech locally from text into 24 kHz waveforms with a fixed synthetic male voice. Complete text-to-waveform TTS under ~4M parameters (≈16 MB FP32), supports CPU/CUDA inference, deterministic seeds, long-text chunking and an ONNX export path under Apache-2.0 license.

#tts#speech#audio#huggingface#pytorch+4
Hugging Face
AI Model·2026
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TabFM 1.0.0 (PyTorch)

Weihao Kong, Abhimanyu Das·Google Research, Google

Performs zero-shot classification and regression on mixed numerical and categorical tabular data by treating training rows as in-context examples and predicting in a single forward pass. Uses alternating row/column attention and row compression; limited to 10 classes and model weights are non-commercial.

#foundation-model#pytorch#huggingface#google#ai+6
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