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Contents

Hugging Face
AI Dataset·2026
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CustoMDiT / PexelsCustom-1M

carpedkm

Provides 1,036,431 identity–text–video triplets with per-video JSON annotations and reference keyframes to train and evaluate identity-preserving customized video generation models. Data is drawn from ~320K Pexels HD videos; videos must be downloaded separately per Pexels' terms.

#ai-video#video#huggingface#pandas#diffusers+1
AI Agent Papers·2026
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WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces

Wanli Li, Bowen Zhou +5

Benchmark for long-horizon computer-use agents that must orchestrate GUI, CLI, and code operations within single trajectories across 114 real-world tasks. Evaluated on a real Ubuntu desktop and paired with a trajectory-aware judge that inspects deliverables, artifacts, and action traces—revealing a top PassRate of ~41.2%.

#paper#ai-agent#agent-skills#cli#terminal+3
Computer Vision Papers·2026
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Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions

Xin Jin, Huanqia Cai +9

Models visual preference as distributions over rubric scores and introduces Z-Reward, a teacher–student framework that decouples reasoning-heavy judgment (teacher trained with GDSO) from efficient deployment (student via RISD). Demonstrates higher human-preference accuracy and works as a differentiable reward for text-to-image optimization.

#paper#vision#multimodal#ai-image#RL+1
Machine Learning Engineering Papers·2026
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TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders

Wei Pang, Xiangru Jian +11

Standardizes representation-level evaluation for tabular encoders by exporting row-, column-, and table-level embeddings and probing them with shared lightweight heads across three suites (TRL-CTbench, TRL-Rbench, TRL-DLTE). Supplies curated benchmark assets and task rewrites (50 OpenML tables, 123 targets, a 47,772-table DLTE lake) to enable fair cross-paradigm comparison.

#paper#code#github#embeddings#ai-leaderboard+2
Hugging Face
AI Model·2026
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Nemotron-Labs-Audex-30B-A3B

Zhifeng Kong, Sang-gil Lee +18·NVIDIA

Adds discrete audio tokens and an audio encoder to a 30B MoE text LLM so a single model can perform ASR, speech translation, TTS, text-to-audio and speech-to-speech while preserving text reasoning and long-context capabilities; supports thinking/instruct modes and up to 1M-token context.

#nvidia#huggingface#transformers#vllm#llm+6
Large Language Model Papers·2026
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TRIAGE: Dialectical Reasoning for Explainable Risk Prediction on Irregularly Sampled Medical Time Series with LLMs

Hyeongwon Jang, Gyouk Chu +4

Generates outcome-specific, dialectical rationales with an LLM and derives continuous, calibrated risk scores for irregularly sampled medical time series—mitigating risk polarization. Reports +3.3% average AUPRC and 81% reduction in calibration error across three benchmarks; code released.

#llm#nlp#paper#code#github+2
AI Agent Papers·2026
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SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks

Hongcheng Gao, Hailong Qu +19

A benchmark that evaluates interactive spatial reasoning for multimodal agents in realistic tasks. It unifies eight heterogeneous simulators under a simulator-agnostic protocol, provides 760 human-annotated tasks with vision-only partial observability, and uses text-based actions plus terminal-state verification to measure task success.

#paper#multimodal#vision#agent-skills#ai-agent+2
AI Agent Papers·2026
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SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research

Pu Ning, Quan Chen +8

Guides LLM-based agents to decompose long-horizon research problems and delegate subtasks to constrained subagents, then fine-tunes models on harness-generated trajectories so delegation decisions become internalized. Reports SearchSwarm-30B-A3B achieving top BrowseComp scores for its scale.

#ai-agent#agent-skills#llm#paper#ai-train+1
Hugging Face
AI Model·2026
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MiMo-V2.5-Pro-FP4-DFlash

Xiaomi MiMo Team

Implements MXFP4 quantization on MoE experts plus a BF16 DFlash block-diffusion drafter to propose whole-token blocks for verification, cutting memory bandwidth and backbone forward passes for trillion‑parameter text generation—targeting long‑context, agent and code workloads.

#huggingface#transformers#llm#ai-inference#ai-serving+3
AI Video Papers·2026
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Latent Spatial Memory for Video World Models

Weijie Wang, Haoyu Zhao +8

Stores a persistent 3D scene cache directly in a diffusion model's latent space to produce temporally and spatially consistent videos. Constructs memory via depth-guided back-projection and queries it with direct latent-space warping — achieving large speed and memory gains versus pixel-space 3D baselines.

#video#vision#depth#ai-video#paper+1
Computer Vision Papers·2026
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ABot-Earth 0.5: Generative 3D Earth Model

Ming Qian, Tianjian Ouyang +26

Synthesizes scalable, photoreal 3D Earth tiles from georeferenced satellite imagery using a generative 3D Gaussian Splatting representation; trained on urban reconstructions, it generates novel scenes at under 10 minutes/km² with hierarchical LOD for real-time web map visualization and Embodied AI use cases.

#vision#paper#ai-image#robotics#depth
AI Agent Papers·2026
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Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories

Kevin Qinghong Lin, Batu EI +4·University of Oxford, Stanford University

Turns raw datasets into verifiable multimodal news features via a multi-agent newsroom pipeline. Key innovations: (1) an Inspector that links each claim to data/code/external references for re-execution and audit; (2) multimodal asset generation (interactive maps, audio, visuals) tailored to the story.

#agent-skills#multimodal#ai-agent#paper#code+3
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