İçerik
Bilgi, yeniden yazıldı.
Yapay zeka, startup, üretkenlik ve mühendislik üzerine sessiz bir akış. Her kart sıkıştırılır, eleştirilir ve eyleme bağlanır — çeviri değil, yeniden üretim.
- Yapay Zeka · arxiv/cs.LG · 8 dk
Theory for learning blind inverse problems with finite samples
Researchers establish sample complexity bounds and optimal estimators for blind inverse problems using linear minimum mean square estimation framework.
21 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 4 dk
LLMs complement but don't replace classical hyperparameter optimization
A study comparing LLM agents to classical algorithms like CMA-ES and TPE finds hybrid approaches work best for tuning model hyperparameters under compute constraints.
21 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 4 dk
Weak Labels Fail Across Time Even When Domain Transfer Works
A study of CRISPR experiments reveals supervision drift—where the labeling mechanism itself shifts—causes model collapse in temporal transfer despite strong in-domain performance.
21 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 8 dk
Chain-of-Thought Supervision Eliminates Sample Complexity Growth
New theoretical analysis shows intermediate reasoning steps remove dependence on generation length, while end-to-end learning scales unpredictably with sequence depth.
21 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 6 dk
Automating Dataset Creation with LLMs and Search Engines
Researchers propose ADC, a method to build large labeled datasets automatically using language models and web search, reducing manual annotation work and cost.
21 Nisan 2026 Oku → → - Mühendislik · arxiv/cs.LG · 4 dk
Kernel-Level LLM Safety via Logit Inspection
ProbeLogits reads token probabilities before generation to enforce safety policies at the OS level, achieving parity with learned classifiers at 2.5x speed.
21 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.AI · 4 dk
Interpretable Traces Don't Guarantee Better LLM Reasoning
Research shows Chain-of-Thought traces improve model performance but confuse users, and correctness of intermediate steps barely predicts final accuracy.
20 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.AI · 5 dk
LLMs Can Infer Unspoken Intent in Collaborative Tasks
Researchers tested whether large language models can interpret incomplete instructions by reasoning about a human partner's mental state, matching human performance.
20 Nisan 2026 Oku → → - Mühendislik · arxiv/cs.AI · 4 dk
Dual Transformers Improve Bug Assignment Accuracy by 10%+
TriagerX uses two transformer models and developer interaction history to recommend the right engineer for bug fixes, outperforming single-model approaches.
20 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.AI · 6 dk
OjaKV: Online Low-Rank Compression for LLM Key-Value Caches
A hybrid storage and adaptive subspace method reduces KV cache memory by compressing intermediate tokens while preserving critical anchors, compatible with FlashAttention.
20 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 4 dk
Neural CTMC decouples discrete diffusion into timing and direction
A new parameterization for discrete diffusion models separates when and where tokens jump, aligning training with mathematical structure.
20 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 8 dk
Chromatic Clustering Requires New Algorithms to Match Standard Performance
Adding color constraints to correlation clustering increases computational difficulty; a new coupled approach recovers optimal approximation bounds.
20 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 4 dk
Quantum-LSTM hybrid cuts physics model training data by 100×
Federated learning with quantum-enhanced LSTM achieves classical accuracy on SUSY classification using 20K samples instead of 2M, with under 300 parameters.
20 Nisan 2026 Oku → → - Mühendislik · arxiv/cs.LG · 8 dk
ML predicts nonlinear distortion in massive MIMO arrays
Machine learning models forecast signal degradation from power amplifier nonlinearity in 5G/6G systems, enabling 12% throughput gains via adaptive power allocation.
20 Nisan 2026 Oku → → - Mühendislik · hackernoon · 4 dk
Five SQL Patterns That Keep Distributed Data Honest at Scale
Chinnaiah's Hackernoon piece argues that atomicity, idempotency, and audit trails matter more than raw throughput in enterprise data systems.
19 Nisan 2026 Oku → → - Startup · hackernoon · 2 dk
GenZVerse Builds Governance Into Architecture, Not Policy
A Polygon-based Web3 platform claims decentralisation enforced by smart contracts, not founder promises — here is what that distinction means.
19 Nisan 2026 Oku → → - Üretkenlik · hackernoon · 3 dk
Most online thought leadership recycles ideas without adding new ones
HackerNoon's editorial team explains why polished, confident writing still fails when it lacks specific evidence or a genuinely distinct perspective.
19 Nisan 2026 Oku → → - Startup · hackernoon · 2 dk
Zoomex Promotes SpaceX-Branded RWA Token With $300K Airdrop
A crypto exchange packages a SpaceX-themed token as a real-world asset and runs a tiered airdrop campaign to attract retail and VIP traders.
19 Nisan 2026 Oku → → - Mühendislik · hackernoon · 6 dk
Indirect Prompt Injection Turns RAG Documents Into Attack Vectors
Malicious instructions hidden inside ingested PDFs can override LLM system prompts before any chat-layer firewall ever sees them.
19 Nisan 2026 Oku → → - Mühendislik · hackernoon · 7 dk
Claude Code model tiers and effort levels, explained plainly
Choosing the wrong model or effort level in Claude Code wastes tokens silently. Here is what each setting actually controls.
19 Nisan 2026 Oku → → - Startup · hackernoon · 3 dk
Bitcoin Mining and Price Recovery Operate on Separate Logics
Mining follows protocol rules; price recovery follows human behavior. Conflating the two leads to miscalibrated expectations and poor decisions.
19 Nisan 2026 Oku → → - Mühendislik · hackernoon · 6 dk
Elegant Architecture Often Fails the Next Team
Samuel Oladipupo argues that legible, deletable code outperforms clever abstractions when maintainability is measured honestly.
19 Nisan 2026 Oku → → - Mühendislik · hackernoon · 6 dk
Git logs and manifests reveal engineering discipline before code review
A hackathon judge explains how commit history, dependency files, and stray artifacts expose process quality that demos never show.
18 Nisan 2026 Oku → → - Yapay Zeka · hackernoon · 6 dk
Why AV Data Annotation Fails at Scale and What Fixes It
Autonomous vehicle programs collapse not from bad models but from annotation pipelines that were never built to handle production volume.
18 Nisan 2026 Oku → →