https://quangthaitran.com/ Public projects, papers, research notes, and blog posts from Personal Vault. en Mon, 31 Aug 2026 00:00:00 GMT https://quangthaitran.com/research/nonlinear-transform-source-channel-coding/ https://quangthaitran.com/research/nonlinear-transform-source-channel-coding/ Mon, 31 Aug 2026 00:00:00 GMT NTSCC reframes DeepJSCC with learned compression priors, entropy-guided rate control, and a clearer source-channel tradeoff. Researchsemantic-communicationsjsccrate-distortionntscc https://quangthaitran.com/research/robust-information-bottleneck-digital-modulation/ https://quangthaitran.com/research/robust-information-bottleneck-digital-modulation/ Sun, 30 Aug 2026 00:00:00 GMT A close read of DT-JSCC/RIB, where robustness comes from preserving just enough redundant task information under digital modulation. Researchsemantic-communicationstask-orienteddigital-modulationinformation-bottleneck https://quangthaitran.com/research/universal-jscc-modulation-agnostic/ https://quangthaitran.com/research/universal-jscc-modulation-agnostic/ Sat, 29 Aug 2026 00:00:00 GMT uJSCC is mainly a model-sharing argument for semantic communication across modulation orders, with switchable normalization doing the adaptation work. Researchsemantic-communicationsjsccmodulation-agnosticvector-quantization https://quangthaitran.com/research/vit-semantic-communications-importance-aware-quantization/ https://quangthaitran.com/research/vit-semantic-communications-importance-aware-quantization/ Fri, 28 Aug 2026 00:00:00 GMT ViT-IAQ uses pretrained attention as a bit-allocation signal, making semantic compression more modular but still dependent on calibration. Researchsemantic-communicationsvision-transformerquantizationattention https://quangthaitran.com/research/attention-aware-collaborative-inference/ https://quangthaitran.com/research/attention-aware-collaborative-inference/ Thu, 27 Aug 2026 00:00:00 GMT A practical edge-server inference scheme where a small ViT decides when to call the server and which patches are worth sending. Researchsemantic-communicationscollaborative-inferenceedge-aivision-transformer https://quangthaitran.com/research/markov-enforced-discrete-diffusion-symbol-error-correction/ https://quangthaitran.com/research/markov-enforced-discrete-diffusion-symbol-error-correction/ Wed, 26 Aug 2026 00:00:00 GMT SSCDM treats noisy semantic symbols as a Markovian correction problem rather than a generic diffusion-denoising task. Researchsemantic-communicationsdiffusion-modelssymbol-error-correctionvector-quantization https://quangthaitran.com/projects/github-deep-learn/ https://quangthaitran.com/projects/github-deep-learn/ Mon, 24 Aug 2026 00:00:00 GMT A local-first research repo explorer that maps code structure, equations, and study sessions. Projectsrepo-analysisresearch-toolspython https://quangthaitran.com/projects/personal-vault/ https://quangthaitran.com/projects/personal-vault/ Sun, 23 Aug 2026 00:00:00 GMT The website itself: a low-cost archive for public work, paper notes, research logs, and protected personal pages. Projectsportfoliodigital-gardenastro https://quangthaitran.com/papers/cache-route/ https://quangthaitran.com/papers/cache-route/ Sat, 22 Aug 2026 00:00:00 GMT Reading note stub for routing requests in ways that improve KV-cache reuse while balancing load. Papersllm-servingsystemskv-cache https://quangthaitran.com/papers/care-lora/ https://quangthaitran.com/papers/care-lora/ Fri, 21 Aug 2026 00:00:00 GMT Reading note stub for activation memory savings and trainable low-rank adaptation. Papersloraefficient-trainingmemory https://quangthaitran.com/blog/site-operating-notes/ https://quangthaitran.com/blog/site-operating-notes/ Wed, 19 Aug 2026 00:00:00 GMT A lightweight operating model for writing, reviewing, deploying, and protecting a personal knowledge vault. Blogoperationscloudflarewriting-system