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Contents

AI Video Papers·2026
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EarlyTom: Early Token Compression Completes Fast Video Understanding

Hesong Wang, Xin Jin +5

Performs training-free early-stage visual token compression inside the vision encoder to cut time-to-first-token (TTFT) and FLOPs for Video-LLMs. Introduces a decoupled spatial token selection strategy and reports up to 2.65× TTFT reduction and 61% FLOPs savings on LLaVA-OneVision-7B (NVIDIA A100) while preserving full-token accuracy — aimed at latency-sensitive video understanding.

#video#vision#ai-video#multimodal#llm+3
Hugging Face
AI Model·2026
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Step-3.7-Flash (GGUF quantizations)

stepfun-ai

GGUF quantizations of Step-3.7-Flash: a sparse multimodal Mixture-of-Experts LLM with native image understanding, selectable reasoning levels, and a 256K context window. Ships multiple calibrated Q3/Q4/IQ quant files plus an mmproj vision projector for local llama.cpp inference on high-memory hosts.

#huggingface#llm#vision#multilingual#ai-inference+4
Hugging Face
AI Dataset·2026
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Nemotron-Pretraining-Code-v3

NVIDIA Corporation

Metadata-only corpus of 146.3M new GitHub source-code files (commit_id, rel_path, language) intended as an incremental update to Nemotron v1/v2 for LLM code pretraining; CC-BY-4.0 licensed and designed to be used jointly with older versions.

#nvidia#huggingface#code#github#llm+4
Hugging Face
AI Dataset·2026
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ResearchMath-14k

amphora

A collection of 14,056 self-contained research-level mathematical problems extracted from papers and open-problem lists, each rewritten with taxonomy labels and open-status metadata for training or evaluating models on research-grade math reasoning.

#paper#huggingface#pandas#python#science+1
Natural Language Processing Papers·2026
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UniSteer: Text-Guided Flow Matching in Activation Space for Versatile LLM Steering

Yingdong Shi, Ruiming Zhang +5

Learns a text-conditioned flow (a conditional velocity field) in LLM residual activations to steer frozen models at inference by partially transporting and regenerating activations under target textual conditions — enabling unified control over persona, style, truthfulness, compositional constraints, and activation-space classification.

#LLM#NLP#paper#transformers#foundation-model
AI Video Papers·2026
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SANA-Streaming: Real-time Streaming Video Editing with Hybrid Diffusion Transformer

Yuyang Zhao, Yicheng Pan +7

Enables real-time streaming video-to-video editing (1280×704 @24 FPS) on a single RTX 5090 GPU. Uses a Hybrid Diffusion Transformer for balanced local/global modeling, Cycle‑Reverse Regularization for temporal consistency, and system-level mixed-precision and fused kernels to maximize throughput.

#video#ai-video#vision#transformers#nvidia+2
Hugging Face
AI Dataset·2026
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ClawHub Security Signals

OpenClaw

Provides a sanitized, MIT‑licensed dataset of scanner evidence and registry verdicts for public ClawHub agent skills — 67k+ latest skill versions with redacted artifacts and structured VirusTotal, static-analysis, and SkillSpector outputs to study scanner disagreement and agent-skill risk governance.

#security#agent-skills#LLM#huggingface#pandas+2
Large Language Model Papers·2026
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Draft-OPD: On-Policy Distillation for Speculative Draft Models

Haodi Lei, Yafu Li +9

Introduces Draft-OPD, an on-policy distillation method for training lightweight draft models used in speculative decoding — it focuses learning on draft-induced errors via target-assisted rollouts and replay, improving acceptance length and enabling >5× lossless LLM inference acceleration.

#paper#NLP#llm#ai-inference#ai-serving+2
Computer Vision Papers·2026
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Colored Noise Diffusion Sampling

Hadar Davidson, Noam Issachar +1

Reallocates injected noise energy across frequency bands to match a diffusion model's spectral bias, improving sampling fidelity without retraining. Uses a timestep- and frequency-dependent colored-noise schedule as a plug-and-play inference-time SDE solver; shows sizable FID drops on ImageNet-256.

#paper#vision#image#ai-image#ai-inference
AI Agent Papers·2026
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Masking Stale Observations Helps Search Agents -- Until It Doesn't: A Regime Map and Its Mechanism

Haoxiang Zhang, Qixin Xu +5

Analyzes when masking stale observations improves long-horizon search agents and why, identifying an asymmetric inverted-U relationship between masking benefit, retriever quality, and model capacity; explains a token-for-turn trade-off and releases evaluation scaffolds and trajectories.

#paper#code#github#nlp#llm+4
Speech Technology Papers·2026
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SwanVoice: Expressive Long-Form Zero-Shot Speech Synthesis for Both Monologue and Dialogue

Ruiqi Li, Yu Zhang +4

Zero-shot TTS for expressive long-form monologue and multi-speaker dialogue, designed to preserve acoustic consistency, conversational coherence, and affective continuity. Trained on SwanData-Speech and using a 25 Hz VAE, pause-aware text conditioning, and a flow-matching DiT with DiffusionNFT fine-tuning.

#paper#speech#audio#voice#foundation-model
Computer Vision Papers·2026
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GGT-100K: Generative Ground Truth for Generalizable Real-World Image Restoration

Xiangtao Kong, Jixin Zhao +3

Synthesizes high-quality targets for real-world image restoration by using multimodal foundation models (MFMs) to convert real low-quality photos into HQ references. Provides GGT-100K (103,707 LQ–HQ training pairs + 500 test pairs) with multi-stage quality control and demonstrates consistent generalization gains for a range of restoration models, especially for finetuning generative restorers.

#paper#vision#image#multimodal#foundation-model+2
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