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Algorithm Deep-Dive
Algorithm Deep-Dive: RMM β TopK Column-Norm Slicing: Formulas, 1Bβ70B Results, and the Attention/MLP Asymmetry
RMM full breakdown: contraction-dim TopK column-norm selection, minimax optimality proof, retention-ratio knob; 8 benchmarks Γ 4 retention levels, attention vs MLP asymmetry data, A100 end-to-end 1.40Γ speedup.
Algorithm Deep-Dive
Algorithm Deep-Dive: SkillForge β Synthesize Issues in 4 Steps, Distill a Dual-Layer Skill Library, +5.8% on SWE-bench
SkillForge full breakdown: strict-mask 4-step issue synthesis, dual-layer entity-grounded skills (diagnostic + intervention), BM25+JIT two-phase retrieval; SWE-bench Verified 72.2% (+5.8%), Pro 34.1% (+5.8%).
Paper Review
Paper Review: Co-RL β Peer Rewards Replace RLHF: Formulas, Mechanism, and 7+4 Benchmark Results
Co-RL full breakdown: peer-reward pseudo-label formulas, ring-topology majority voting, three diversity dimensions, GRPO integration; Qwen2.5-3B +8.6% avg across 7 text benchmarks, VLM +7.2% across 4, label-free parity with supervised methods, code open-sourced.
Paper Review
Paper Review: SemComp-Bench β Video Generation Evaluation Moves from 'Looks Right' to 'Task Done'
The hottest paper on HF this week (153 upvotes): Semantic Task Completion video generation + the six-domain SemComp-Data + VLM-driven OA/GR dual-metric protocol, with full benchmark tables.
Performance
Practice: CPU-Only Image Inpainting β Three Models Benchmarked: LaMa / MI-GAN / Telea Selection and Engineering Details
Real measurements on an Intel Mac with pure CPU + ONNX Runtime: LaMa/MI-GAN/Telea speed characteristics, crop-vs-resize strategy, mask dilation/feathering, and a three-tier selection matrix.
Code Verified
Practice: Text & Mosaic Auto-Erase + Enhancement β a Full Image Pipeline on CPU
PP-OCRv4 DBNet text detection + pure-CV mosaic detection + multi-source mask OR-merging + LaMa inpainting, then an optional analyzeβrepairβupscaleβrefine four-stage enhancer β all CPU; includes real color-fidelity debugging notes.
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