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Contents

AI Video Papers·2026
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Self Gradient Forcing: Native Long Video Extrapolation

Junhao Zhuang, Shiyi Zhang +12

Extrapolates long video sequences from very short contexts by restoring memory-writing supervision in autoregressive video diffusion models using a two-pass Self Gradient Forcing (SGF). SGF records a no-gradient rollout at a sampled denoising exit and then recomputes KV context in a second parallel pass so future losses teach earlier latent writes, enabling minutes-long extrapolation from ~5s windows.

#paper#video#ai-video#vision#diffusers+1
Hugging Face
AI Dataset·2026
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Qwen3.8-Max Distillation 50K

r0b0tlab, Alibaba Cloud +1

A curated collection of 49,772 teacher-generated chat traces from qwen3.8-max-preview for supervised fine-tuning and off-policy distillation. Preserves visible chain-of-thought blocks, emphasizes math/code/reasoning mixes, and includes provenance and licensing cautions tied to Alibaba Cloud Model Studio.

#distillation#qwen#reasoning#math#code+6
Hugging Face
AI Model·2026
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Qwen3.6-35B-A3B-Escha-W2

EschaLabs

Provides a 2‑bit quantized build of Qwen3.6‑35B‑A3B for local serving via an OpenAI‑compatible HTTP API. Key features: 12.3 GB on disk, eschamoe mixed 2/3‑bit expert quantization with int8 dense layers, runs on a single 16–24 GB NVIDIA GPU and ships with Escha SGLang and ZML runtimes.

#qwen#llm#huggingface#ai-serving#ai-deploy+7
Hugging Face
AI Model·2026
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XYZ-Aquila-pro

XYZ AI Lab

An open-weight LLM checkpoint post-trained for agentic deep search: Qwen-compatible reasoning and tool-call formats optimized for web browsing, multi-source evidence aggregation, long-horizon planning and recovery from failed interactions; typically paired with the AxisAgentic harness.

#qwen#llm#transformers#agent-skills#ai-agent+6
GitHub
AI Dataset·2026
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UniMate: One Unified Model to Animate Diverse Skeletons

Linzhan Mou, Jiahui Lei +5·Princeton University, University of California, Berkeley +2

Generates articulated motion for arbitrary rigged 3D skeletons from text prompts with a single unified model and no per-skeleton retraining. Uses topology-aware diffusion-transformer architecture and a large UniML3D motion dataset to generalize across bipeds, quadrupeds, and other topologies; suitable for text-to-animation workflows and rapid prototyping.

#flow-matching#embodied-ai#mocap#datasets#huggingface+1
Large Language Model Papers·2026
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SLAI T-Rex: Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD

Dongfang Li, Xiaodong Luo +63

Performs full-parameter post-training of trillion-parameter MoE DeepSeek-V4 models on an Ascend NPU SuperPOD, using a hierarchical optimization of model parallelism, communication orchestration, and kernel execution to increase Model FLOPs Utilization. Also builds CPT/SFT pipelines with solver-verified synthetic data for Operations Research, reporting strong zero-shot Pass@1 results.

#deepseek#LLM#ai-train#mLOps#ai-inference+4
Hugging Face
AI Model·2026
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XYZ-Aquila-mini

XYZ AI Lab

An open-weight, Qwen-derived thinking model optimized for agentic deep web search and long-horizon planning. Provides Qwen-compatible reasoning and tool-call formats for English/Chinese browsing, multi-source evidence aggregation, source verification, and recovery from failed environment interactions.

#qwen#agent-skills#long-horizon#reasoning#benchmarks+6
Hugging Face
AI Dataset·2026
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XYZ-Aquila SFT

XYZAILab

Provides 7,000 bilingual multi-turn, search-oriented tool-use trajectories (5,000 English, 2,000 Chinese) for supervised fine-tuning and analysis of agentic search models. Includes serialized system/user/assistant messages, embedded Qwen3 tool schemas, and conversion scripts; not a standalone benchmark.

#web-search#agent-skills#ai-agent#multilingual#huggingface+4
Computer Vision Papers·2026
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ReferTrack: Referring Then Tracking for Embodied Visual Tracking

Hanjing Ye, Tianle Zeng +7

Selects a referred target from candidate bounding boxes, then decodes tracking waypoints for single-camera embodied visual tracking. Injects past selected-bbox geometry via sliding-window TVBI tokens and is co-trained on a Refer‑QA dataset; achieves SOTA on EVT‑Bench and demonstrates sim-to-real on legged and humanoid robots.

#robotics#vision#video#paper#code+4
Reinforcement Learning Papers·2026
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Progress Reward Modeling for Robotic Learning: A Comprehensive Survey

Jianshu Zhang, Keliang Wu +9

Provides a unified survey of progress-reward modeling for robotic learning, detailing interfaces, modeling techniques, and evaluation practices. Organizes the literature into three perspectives—interface, model internals, and data/benchmarks—and highlights limitations and open problems. Useful for researchers designing rewards for long-horizon or sparse-reward robotic tasks.

#robotics#RL#paper#evaluation#long-horizon+1
Hugging Face
AI Dataset·2026
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Turkish CoT Instruct Dataset

Alican Kiraz

Provides 4,868 Turkish instruction examples with explicit chain-of-thought traces (<think>...</think>) in a messages-format JSONL for training and evaluating step-by-step reasoning of Turkish LLMs; culturally localized and Apache-2.0 licensed.

#huggingface#reasoning#nlp#LLM#json+4
GitHub
AI Coding·2026
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e2e

TesterArmy

Lets you write end-to-end tests that mix natural-language goals for an agent with deterministic locators and assertions across web and mobile; agent steps are recorded and replayed to avoid repeated model calls and fit CI workflows.

#typescript#coding-agents#agent-skills#mcp-server#mcp-client+7
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