conftrace_

llm training

7 papers

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Co-occurring keywords · papers mentioning both

silent data corruption (3) large language model (2) model compression (2) quantized training (1) online detection (1) bit flip (1) optimizer step (1) hardware failure (1) fault isolation (1) hardware error (1)

Papers

OpGuard: Bitwise Alignment for Precise and General Debugging of Production LLM Training OSDI 2026 Safeguarding LLM Training at Scale: Online SDC Detection and Insights from 35 Million GPU Hours OSDI 2026 SDCs in the Wild: Characterizing and Diagnosing SDC-Defective GPUs in Production LLM Training (Operational Systems) OSDI 2026 CompAct: Compressed Activations for Memory-Efficient LLM Training NAACL 2025 Preference Consistency Matters: Enhancing Preference Learning in Language Models with Automated Self-Curation of Training Corpora NAACL 2025 Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025 Understanding Silent Data Corruption in LLM Training ACL 2025