Index

Tags

Public tags only. Private entries are intentionally excluded from this index.

6 entries

semantic-communications

  1. Nonlinear Transform Source-Channel Coding for Semantic Communications

    NTSCC reframes DeepJSCC with learned compression priors, entropy-guided rate control, and a clearer source-channel tradeoff.

  2. Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation

    A close read of DT-JSCC/RIB, where robustness comes from preserving just enough redundant task information under digital modulation.

  3. Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication

    uJSCC is mainly a model-sharing argument for semantic communication across modulation orders, with switchable normalization doing the adaptation work.

  4. Vision Transformer-Based Semantic Communications With Importance-Aware Quantization

    ViT-IAQ uses pretrained attention as a bit-allocation signal, making semantic compression more modular but still dependent on calibration.

  5. Attention-Aware Semantic Communications for Collaborative Inference

    A practical edge-server inference scheme where a small ViT decides when to call the server and which patches are worth sending.

  6. Markov-Enforced Discrete Diffusion Model for Digital Semantic Symbol Error Correction

    SSCDM treats noisy semantic symbols as a Markovian correction problem rather than a generic diffusion-denoising task.

2 entries

jscc

  1. Nonlinear Transform Source-Channel Coding for Semantic Communications

    NTSCC reframes DeepJSCC with learned compression priors, entropy-guided rate control, and a clearer source-channel tradeoff.

  2. Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication

    uJSCC is mainly a model-sharing argument for semantic communication across modulation orders, with switchable normalization doing the adaptation work.

2 entries

vector-quantization

  1. Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication

    uJSCC is mainly a model-sharing argument for semantic communication across modulation orders, with switchable normalization doing the adaptation work.

  2. Markov-Enforced Discrete Diffusion Model for Digital Semantic Symbol Error Correction

    SSCDM treats noisy semantic symbols as a Markovian correction problem rather than a generic diffusion-denoising task.

2 entries

vision-transformer

  1. Vision Transformer-Based Semantic Communications With Importance-Aware Quantization

    ViT-IAQ uses pretrained attention as a bit-allocation signal, making semantic compression more modular but still dependent on calibration.

  2. Attention-Aware Semantic Communications for Collaborative Inference

    A practical edge-server inference scheme where a small ViT decides when to call the server and which patches are worth sending.

1 entries

astro

  1. Personal Knowledge Vault

    The website itself: a low-cost archive for public work, paper notes, research logs, and protected personal pages.

1 entries

attention

  1. Vision Transformer-Based Semantic Communications With Importance-Aware Quantization

    ViT-IAQ uses pretrained attention as a bit-allocation signal, making semantic compression more modular but still dependent on calibration.

1 entries

cloudflare

  1. Operating Notes for a Low-cost Personal Site

    A lightweight operating model for writing, reviewing, deploying, and protecting a personal knowledge vault.

1 entries

collaborative-inference

  1. Attention-Aware Semantic Communications for Collaborative Inference

    A practical edge-server inference scheme where a small ViT decides when to call the server and which patches are worth sending.

1 entries

diffusion-models

  1. Markov-Enforced Discrete Diffusion Model for Digital Semantic Symbol Error Correction

    SSCDM treats noisy semantic symbols as a Markovian correction problem rather than a generic diffusion-denoising task.

1 entries

digital-garden

  1. Personal Knowledge Vault

    The website itself: a low-cost archive for public work, paper notes, research logs, and protected personal pages.

1 entries

digital-modulation

  1. Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation

    A close read of DT-JSCC/RIB, where robustness comes from preserving just enough redundant task information under digital modulation.

1 entries

edge-ai

  1. Attention-Aware Semantic Communications for Collaborative Inference

    A practical edge-server inference scheme where a small ViT decides when to call the server and which patches are worth sending.

1 entries

efficient-training

  1. CARE-LoRA and Frozen-subspace Recovery

    Reading note stub for activation memory savings and trainable low-rank adaptation.

1 entries

information-bottleneck

  1. Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation

    A close read of DT-JSCC/RIB, where robustness comes from preserving just enough redundant task information under digital modulation.

1 entries

kv-cache

  1. CacheRoute: Prefix-aware Routing for LLM Serving

    Reading note stub for routing requests in ways that improve KV-cache reuse while balancing load.

1 entries

llm-serving

  1. CacheRoute: Prefix-aware Routing for LLM Serving

    Reading note stub for routing requests in ways that improve KV-cache reuse while balancing load.

1 entries

lora

  1. CARE-LoRA and Frozen-subspace Recovery

    Reading note stub for activation memory savings and trainable low-rank adaptation.

1 entries

memory

  1. CARE-LoRA and Frozen-subspace Recovery

    Reading note stub for activation memory savings and trainable low-rank adaptation.

1 entries

modulation-agnostic

  1. Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication

    uJSCC is mainly a model-sharing argument for semantic communication across modulation orders, with switchable normalization doing the adaptation work.

1 entries

ntscc

  1. Nonlinear Transform Source-Channel Coding for Semantic Communications

    NTSCC reframes DeepJSCC with learned compression priors, entropy-guided rate control, and a clearer source-channel tradeoff.

1 entries

operations

  1. Operating Notes for a Low-cost Personal Site

    A lightweight operating model for writing, reviewing, deploying, and protecting a personal knowledge vault.

1 entries

portfolio

  1. Personal Knowledge Vault

    The website itself: a low-cost archive for public work, paper notes, research logs, and protected personal pages.

1 entries

python

  1. Github Deep Learn

    A local-first research repo explorer that maps code structure, equations, and study sessions.

1 entries

quantization

  1. Vision Transformer-Based Semantic Communications With Importance-Aware Quantization

    ViT-IAQ uses pretrained attention as a bit-allocation signal, making semantic compression more modular but still dependent on calibration.

1 entries

rate-distortion

  1. Nonlinear Transform Source-Channel Coding for Semantic Communications

    NTSCC reframes DeepJSCC with learned compression priors, entropy-guided rate control, and a clearer source-channel tradeoff.

1 entries

repo-analysis

  1. Github Deep Learn

    A local-first research repo explorer that maps code structure, equations, and study sessions.

1 entries

research-tools

  1. Github Deep Learn

    A local-first research repo explorer that maps code structure, equations, and study sessions.

1 entries

symbol-error-correction

  1. Markov-Enforced Discrete Diffusion Model for Digital Semantic Symbol Error Correction

    SSCDM treats noisy semantic symbols as a Markovian correction problem rather than a generic diffusion-denoising task.

1 entries

systems

  1. CacheRoute: Prefix-aware Routing for LLM Serving

    Reading note stub for routing requests in ways that improve KV-cache reuse while balancing load.

1 entries

task-oriented

  1. Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation

    A close read of DT-JSCC/RIB, where robustness comes from preserving just enough redundant task information under digital modulation.

1 entries

writing-system

  1. Operating Notes for a Low-cost Personal Site

    A lightweight operating model for writing, reviewing, deploying, and protecting a personal knowledge vault.