Floating-Point

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2 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Also in Mixed-Precision Quantization

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QuantizationLarge Language Model QuantizationWeight-Only QuantizationQuantizerMixed-Precision QuantizationFull-Precision PerformanceSystematic Fp16 DivergenceExtreme Low-Bit Quantization

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Period ending 2026-09-07

2 new papers

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25 papers

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  1. Towards Numerical TOHTN Planning with SMT-based HTN-SAT Encoding

    Sep 3, 2026Gaspard Quenard, Takudzwa Togarepi, Damien Pellier +1SatisfiabilityClassical Planning

  2. Train What You Deploy: Closing the MLP Reachability Gap in Low-Rank Clone Distillation

    Sep 2, 2026Wenhui Chen, Zhifeng Li, Jie Zhou +5Large Language Model CompressionBatch Distillation

  3. From Tokens to Watt-hours: Analytical Energy Estimation for LLM Inference on Modern GPUs

    Jul 29, 2026Tina Vartziotis, Rodopi Kosteli, Elli Vartziotis +5LLM Inference EfficiencyNvidia Nemotron

  4. Formally Verified Synthesizable Floating-Point Data Types in ARCH HDL

    Jul 26, 2026Shuqing ZhaoFloating-PointSystematic Fp16 Divergence

  5. Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning

    Jul 10, 2026Wenxi Gao, Guanxi Lu, Didi Zhu +5Multimodal ReasoningAd

  6. Benchmarking Large Language Models on Floating-Point Error Classification

    Jun 30, 2026Lisa Taldir, Muhammad Ahmad Saeed, David Defour +2Benchmarking Large Language ModelsFloating-Point

  7. Compiling Differentiable Audio Graphs to Real-Time DSP

    Jun 19, 2026Facundo Franchino, Sebastian J. SchlechtMusic EditingAudio

  8. ReQAT: Achieving Full-Precision Reasoning Accuracy with 4-bit Floating-Point Quantization-Aware Training

    Jun 14, 2026Janghwan Lee, Sihwa Lee, Jinseok Kim +4Fp8Floating-Point

  9. Beyond FLOPs: Benchmarking Real Inference Acceleration of LLM Pruning under a GEMM-Centric Taxonomy

    Jun 8, 2026Haozhe Hu, Hao Wu, Anhao Zhao +4Heterogeneous Pruning ScoresLLM Inference Efficiency

  10. sGPO: Trading Inference FLOPs for Training Efficiency in RLVR

    Jun 7, 2026Shivchander Sudalairaj, Kai Xu, Akash Srivastava +1Reinforcement Learning With Verifiable RewardGroup Relative Policy Optimization

  11. Hiding in Plain Floats: Steganographic Carriers for Indirect Prompt and Content Injection

    Jun 7, 2026Mudit Sinha, Sanika ChavanIndirect Prompt InjectionLanguage Model Evasion Attacks

  12. Curvature-aware dynamic precision approach for physics-informed neural networks

    Jun 3, 2026Yingjie Shao, Ioannis N. Athanasiadis, George van Voorn +1Conventional Physics-Informed Neural NetworksCurvature-Aware Quadratic Banks

  13. dMX: Differentiable Mixed-Precision Assignment for Low-Precision Floating-Point Formats

    Jun 2, 2026Giuseppe Franco, Ian Colbert, Pablo Monteagudo-Lago +2Mixed-Precision QuantizationFull-Precision Performance

  14. Novel Aspects of IEEE SA P3109 Arithmetic Formats for Machine Learning

    Jun 1, 2026Andrew Fitzgibbon, Christoph M. Wintersteiger, Jeffrey SarnoffFloating-PointApproximation

  15. Bit-Exact AI Inference Verification Without Performance Tradeoffs

    May 29, 2026Naci CankayaOnline InferenceVerifier

  16. Expressive Power of Floating-Point Neural Networks with Arbitrary Reduction Orders and Inexact Activation Implementations

    May 27, 2026Yeachan Park, Geonho Hwang, Wonyeol Lee +1Floating-PointActivation Functions

  17. Max-Window Scale Estimation for Near-Lossless HiF8 W8A8 Quantization-Aware Training

    May 25, 2026Yingying Cheng, Jinquan Shi, Li Zhou +4Large ModelsQuadratic Attention

  18. Signs Beat Floats: Low-Rank Double-Binary Adaptation for On-Device Fine-Tuning

    May 22, 2026Yoshihiko Fujisawa, Yuma Ichikawa, Yudai Fujimoto +2Low-Rank Adaptation AdaptersLarge Language Model Quantization

  19. Instant GPU Efficiency Visibility at Fleet Scale

    May 20, 2026Connor Pedersen, Dong H. Ahn, Michel Migdal +2Single Graphics Processing UnitHigh-Performance Computing

  20. Search Your Block Floating Point Scales!

    May 12, 2026Tanmaey Gupta, Hayden Prairie, Xiaoxia Wu +10QuantizationFloating-Point

  21. Floating-Point Networks with Automatic Differentiation Can Represent Almost All Floating-Point Functions and Their Gradients

    May 3, 2026Sejun Park, Yeachan Park, Geonho HwangFloating-PointActivation Functions

  22. DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence

    Apr 26, 2026DeepSeek-AI, Anyi Xu, Bangcai Lin +316Efficient Long-Context InferenceDeepseek

  23. Lipschitz-Based Robustness Certification Under Floating-Point Execution

    Mar 6, 2026Toby MurrayFloating-PointLipschitz Constant

  24. FP8 is All You Need (Part 2): Full-FP64 3-D FFT on FP8-Generation Tensor CoresThe Integer-Epilogue Wall and the Minimal Hardware That Would Remove It

    Date pendingSatoshi MatsuokaFp8Tensor Programs

  25. FP8 is All You Need (Part 1): Debunking Hardware FP64 as the HPC Holy Grail (Sep 3rd version)

    Date pendingSatoshi MatsuokaHigh-Performance ComputingFp8