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📰 Dev.to · Papers Mache

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Local Gradient Accumulation Speeds Training 1.7
Dev.to · Papers Mache 📐 ML Fundamentals 📄 Paper ⚡ AI Lesson 3d ago
Local Gradient Accumulation Speeds Training 1.7
PACI removes the bubbles that cripple asynchronous pipeline parallelism and shaves as much as 1.69×...
Intra‑Model Routing Accelerates Speculative Decoding
Dev.to · Papers Mache 📄 Paper 4d ago
Intra‑Model Routing Accelerates Speculative Decoding
Intra‑model routing trims token‑generation latency by roughly a third to almost a full 80 % compared...
Aligning Hidden States Stabilizes LLM Distillation
Dev.to · Papers Mache 📄 Paper 1w ago
Aligning Hidden States Stabilizes LLM Distillation
Hidden‑representation alignment drives KL variance to exactly 0, turning on‑policy LLM distillation...
8 FPS Real‑Time Video on Consumer GPU
Dev.to · Papers Mache 📄 Paper 1w ago
8 FPS Real‑Time Video on Consumer GPU
MoVerse delivers 360° walkthrough video at roughly 8 FPS on a single RTX 4090, proving that...
AI/ML Research Digest — Jun 13, 2026
Dev.to · Papers Mache 📄 Paper 1w ago
AI/ML Research Digest — Jun 13, 2026
Infrastructure and inference optimization for scale Sparse‑attention mechanisms cut the quadratic...
Optimal Transport Converts Dense Layers to Sparse Experts
Dev.to · Papers Mache 📄 Paper 1w ago
Optimal Transport Converts Dense Layers to Sparse Experts
Differentiable optimal transport rewrites a dense feed‑forward layer into a balanced...
90% Less Memory Enables Infinite Video Generation
Dev.to · Papers Mache 📄 Paper 1w ago
90% Less Memory Enables Infinite Video Generation
A shared low‑rank cache slashes the memory footprint of autoregressive video diffusion by more than...
Linear Ensembles Can Erase LLM Watermarks
Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 1w ago
Linear Ensembles Can Erase LLM Watermarks
Watermarking schemes that embed distributional perturbations into LLM outputs are effectively broken...
Benchmarks Evaluate Memory Quality and Adaptive Planning in LLM Agents
Dev.to · Papers Mache 📄 Paper 1w ago
Benchmarks Evaluate Memory Quality and Adaptive Planning in LLM Agents
Newly released test suites expose two blind spots that have long lurked behind headline scores: how...
AI/ML Research Digest — May 23, 2026
Dev.to · Papers Mache 📄 Paper 3w ago
AI/ML Research Digest — May 23, 2026
Extreme KV‑Cache Compression and Long‑Context Efficiency Static quantization is giving way...
AI/ML Research Digest — May 30, 2026
Dev.to · Papers Mache 📄 Paper 3w ago
AI/ML Research Digest — May 30, 2026
Efficiency and Cost Reduction in LLM Agents Recent work tackles the high inference cost of LLM‑driven...
KV cache eviction improves long‑context performance
Dev.to · Papers Mache 📐 ML Fundamentals 📄 Paper ⚡ AI Lesson 1mo ago
KV cache eviction improves long‑context performance
A learned, globally‑calibrated KV‑cache eviction policy can shave memory usage and, paradoxically,...
Self-evolving retrieval lifts benchmark scores 25%
Dev.to · Papers Mache 📄 Paper 1mo ago
Self-evolving retrieval lifts benchmark scores 25%
Agents that adapt their retrieval configurations while running deliver roughly a quarter more...
AI/ML Research Digest — May 16, 2026
Dev.to · Papers Mache 📄 Paper 1mo ago
AI/ML Research Digest — May 16, 2026
Distillation + low‑rank tricks cut compute Combining knowledge distillation with low‑rank adapters...
Shared expert pool reduces parameters while maintaining performance
Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 1mo ago
Shared expert pool reduces parameters while maintaining performance
Conventional mixture‑of‑experts designs hand each transformer layer its own private expert set,...
HERMES++ answers language queries while predicting roads
Dev.to · Papers Mache 📄 Paper 1mo ago
HERMES++ answers language queries while predicting roads
The prevailing view has been that autonomous‑driving world models must choose between two extremes: a...
Entropy of first token predicts hallucinations
Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 1mo ago
Entropy of first token predicts hallucinations
The entropy of the very first content‑bearing token already separates factual answers from...
AI/ML Research Digest — May 09, 2026
Dev.to · Papers Mache 📄 Paper 1mo ago
AI/ML Research Digest — May 09, 2026
Diffusion as a unifying backbone for multimodal generation Latent diffusion now drives both image...
Distillation that keeps confidence honest
Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 1mo ago
Distillation that keeps confidence honest
On‑policy distillation has become the go‑to recipe for squeezing a large language model’s...
Diffusion models approach AR quality and improve inference speed
Dev.to · Papers Mache 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 1mo ago
Diffusion models approach AR quality and improve inference speed
Diffusion language models have long promised parallel generation, yet their serving speed has lagged...