efficiency — AI Digest

31 июл TurboVLA: Real-Time Vision-Language-Action Model at 32 Hz on an RTX 4090 with <1 GB VRAM research
12 мая Qwen-Image-2.0: Unified Image Generation and Editing at 2K Resolution, Top-1 on AI Arena Alibaba research
13 мая Baidu Releases ERNIE 5.1 at 6% of Industry Pre-Training Cost, Enters Global Top-10 Search Baidu models-llm
26 июн JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting Hao AI Lab, UC San Diego research
2 июл Dockerless: Environment-Free Program Verifier for Coding Agents ByteDance research
2 июл DOPD: Dual On-Policy Distillation with Advantage-Aware Token Routing research
4 июл A Systematic Analysis of Hybrid Linear Attention: 72-Model Study ByteDance Seed research
6 июл Program-as-Weights: Compiling Task Specs into LoRA Adapters for On-Device Inference University of Waterloo / Harvard research
6 июл MrFlow: Training-Free 10-25x Speedup for Flow-Matching Text-to-Image Models Beihang University research
31 июл Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model Microsoft research
11 июн Kwai Keye-VL-2.0: Open-Source 30B MoE Multimodal Model with 256K Context for Long Video Kwai research
14 июн MiniMax Sparse Attention: 28× Compute Reduction at 1M-Token Context with No Quality Loss MiniMax research
21 июн Moebius: 0.2B Lightweight Image Inpainting Framework Matches 11.9B FLUX Model Huazhong University of Science and Technology research
12 авг BDH-CQ: Recurrent Latent Reasoning Model Breaks ARC-AGI-1 Cost-Efficiency Frontier Pathway research
16 мая Orthrus: 7.8x Inference Speedup for Qwen3 via Autoregressive-Diffusion KV Sharing research
16 мая SANA-WM: Minute-Scale 720p World Modeling on a Single GPU NVIDIA research
4 июн ThoughtFold: Introspective Preference Learning Cuts Reasoning Tokens by 56% Without Accuracy Loss research
16 июн FastContext: Specialized Exploration Subagent Cuts Coding Agent Token Usage by 60% Microsoft / Shanghai Jiao Tong University research
25 июн Quantized Reasoning Models Think They Need to Think Longer, but They Do Not Meta research
2 июл vLLM v0.24.0: Model Runner V2 Default, Rust Frontend, SM90 FP8 Speedups vLLM tools
3 июл Program-as-Weights: Compile-Once Adapter Paradigm Matches 32B Models at 1/50 the Memory research
10 июл Super Weights in LLMs: Why High-Salience Parameters Fail as Fine-Tuning Targets Amazon research
25 июн Are We Ready For an Agent-Native Memory System? SJTU Benchmarks 12 Architectures research
2 июл BlockPilot: Instance-Adaptive Block Size for Diffusion-Based Speculative Decoding research
13 июл Jet-Long: Efficient Long-Context Extension with Dynamic Bifocal RoPE MIT / NVIDIA research
13 июл Scalable Visual Pretraining for Language Intelligence research
9 июн On the Geometry of On-Policy Distillation: A Training Paradigm Distinct from SFT and RLVR Hong Kong University of Science and Technology research
24 июн SHERLOC: Structured Diagnostic Localization Cuts Code Repair Token Usage by 36.7% research
26 июн OPRD: On-Policy Representation Distillation for Post-Training LLMs research
3 июл ELDR: Expert-Locality-Aware Routing Cuts MoE Serving Latency by up to 14% Microsoft Research research
3 июл FlashMorph: Data-Driven Hybrid Attention Layer Placement via Learnable Gates ByteDance Seed research
23 июл Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing Microsoft research
14 авг LycheeMemory V2: Efficient Long-Term Memory for LLM Agents via Semantic Segment-Level Consolidation research