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Contents

Computer Vision Papers·2026
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Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling

Xingyu Zheng, Xianglong Liu +5·State Key Laboratory of Complex & Critical Software Environment, Beihang University, School of Computer Science and Engineering, Beihang University +6

Accelerates text-to-image diffusion for pretrained flow-matching models using a staged low-to-high-resolution pipeline: fast low-res sampling, pixel-space GAN super-resolution, light latent noising, and short high-res refinement — >10× end-to-end speedups without retraining.

#paper#diffusers#qwen#vision#ai-image+3
Embodied AI·2026
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Embodied.cpp: A Portable Inference Runtime of Embodied AI Models on Heterogeneous Robots

Ling Xu, Chuyu Han +7·Southeast University, Nanjing University +2

Provides a portable C++ inference runtime to deploy embodied AI models (vision–language–action and world–action) on heterogeneous robot hardware, enabling latency-first batch-1 closed-loop control. Key features include modular multi-rate layers, fused low-latency inference, and extensible head/IO plugins.

#robotics#ai-inference#ai-serving#ai-deploy#mLOps+5
Embodied AI·2026
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GigaWorld-1: A Roadmap to Build World Models for Robot Policy Evaluation

Angyuan Ma, Boyuan Wang +24

Provides a systematic benchmark and design roadmap for video-based world models to evaluate robot policies, introducing WMBench and GigaWorld-1 optimized for long-horizon, action-faithful rollouts. Offers controlled comparisons across model families, action encodings, and 324k+ simulated vs real rollouts, with code, models, and datasets released for reproducible evaluation.

#evaluation#robotics#video#vision#RL+4
Hugging Face
AI Dataset·2026
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grug-think

ProCreations

Provides 100,891 JSON-formatted agent conversation examples where each assistant turn includes a short <think> internal reasoning trace before tool/function calls. Human-facing text and tool calls are preserved; intended to fine-tune models to produce concise, cost-efficient chain-of-thought for tool use.

#huggingface#ai-agent#agent-skills#json#pandas+3
Large Language Model Papers·2026
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Program-as-Weights: A Programming Paradigm for Fuzzy Functions

Wentao Zhang, Liliana Hotsko +4·University of Waterloo, Cornell University +1

Compiles natural-language function specifications into compact, locally-executable neural programs (PAW) that run on a small frozen interpreter; a 4B compiler emits LoRA adapters for a 0.6B runtime to provide offline, low-memory fuzzy text functions.

#qwen#llm#nlp#paper#github+4
AI Agent Papers·2026
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AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents

Xiangchen Cheng, Yunwei Jiang +8

Introduces a bounded-memory, typed-retrieval contract for long-horizon LLM agents and evaluates it in Slay the Spire 2 — assembling per-decision prompts from five typed slots rather than appending raw transcripts. Key outputs include ablationable memory layers, 298 labeled trajectories, and reproducible analysis scripts.

#agent-skills#evaluation#LLM#llm#NLP+3
Hugging Face
AI Model·2026
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Hy3

Tencent Hy Team, Tencent

Provides a large Mixture-of-Experts instruct LLM (295B total parameters, 21B active, 256K context) optimized for reasoning, long-context retention and agent workflows; open-sourced under Apache-2.0.

#llm#transformers#huggingface#vllm#ai-inference+3
Embodied AI·2026
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VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon

Yi Pan, Miao Pan +9

Detects when an action-chunked VLA policy drifts from expected visual dynamics and triggers lightweight corrective replanning via a latent-space vision monitor and online gradient guidance; creates an event-driven adaptive action horizon without retraining the backbone.

#vision#robotics#RL#multimodal#foundation-model+2
AI Agent Papers·2026
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AgenticDataBench: A Comprehensive Benchmark for Data Agents

Zhaoyan Sun, Shan Zhong +11

Provides a comprehensive benchmark to evaluate LLM-based data agents on realistic, multi-domain data-science workflows. Features skill-level ground-truth labels, 15 vertical domains (including real B2B tasks), and LLM-driven task generation to ensure coverage; includes an open testbed and agent evaluations.

#agent-skills#evaluation#ai-workflow#ai-agent#ai
AI Video Papers·2026
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Parallelized Autoregressive Decoding for Omni-Modal Dense Video Captioning

Wenzheng Zeng, Siyi Jiao +3·National University of Singapore

Generates temporally grounded captions for dense multi-event videos by restructuring autoregressive token dependencies to enable lossless parallel decoding; introduces a latent global planning module and event-factorized parallel decoding to improve grounding accuracy and achieve large decoding speedups.

#video#multimodal#ai-video#LLM#paper+2
Hugging Face
AI Model·2026
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MiniCPM5-1B-Claude-Opus-Fable5-Thinking-GGUF

GnLOLot·GnLOLot, OpenBMB

Provides GGUF-quantized local-deploy weights for a 1B MiniCPM5-derived conversational LLM, embedding a 'thinking' chat template and supporting up to 128K-token context; ships Q4/Q5/Q8/F16 quant files (Q8_0 recommended) for llama.cpp, Ollama, and LM Studio.

#llm#huggingface#ai-coding#chatbot#transformers+1
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
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