https://blog.inwon.net/ Latest posts from Inwon's blog en-us https://blog.inwon.net/projects/table-corpus-lineage.html https://blog.inwon.net/projects/table-corpus-lineage.html An informal dashboard that displays the lineage of commonly seen tabular data corpora. Mon, 09 Mar 2026 00:00:00 +0000 tabular-data data-provenance dashboard https://blog.inwon.net/reading/tabpfgen.html https://blog.inwon.net/reading/tabpfgen.html Summary of the TabPFGen paper Fri, 06 Mar 2026 00:00:00 +0000 energy-based-model synthetic-data tabular-data https://blog.inwon.net/tech-tips/searching-apple-mail-fzf.html https://blog.inwon.net/tech-tips/searching-apple-mail-fzf.html A simple apple mail search using FZF and a custom indexer Tue, 27 Jan 2026 00:00:00 +0000 apple mail fzf https://blog.inwon.net/tech-tips/no-sudo-install-package-conda.html https://blog.inwon.net/tech-tips/no-sudo-install-package-conda.html How to install packages on a machine without sudo access using conda Thu, 15 Jan 2026 00:00:00 +0000 remote-computing https://blog.inwon.net/tech-tips/midnight-commander-ftp.html https://blog.inwon.net/tech-tips/midnight-commander-ftp.html Quick introduction and guide to using hydra for management configuration in large scale experiments. Mon, 08 Dec 2025 00:00:00 +0000 linux https://blog.inwon.net/tech-tips/uv-pixi-dependency-management.html https://blog.inwon.net/tech-tips/uv-pixi-dependency-management.html My experience so far using pixi for dependency management. Thu, 04 Sep 2025 00:00:00 +0000 pixi venv python uv https://blog.inwon.net/reading/contexttab.html https://blog.inwon.net/reading/contexttab.html Summary of the ConTexTab (now sap-rpt-1-oss) paper. Wed, 23 Jul 2025 00:00:00 +0000 language-model meta-learning model-architecture tabular-data https://blog.inwon.net/reading/tabstar.html https://blog.inwon.net/reading/tabstar.html Summary of the TabSTAR paper. Thu, 29 May 2025 00:00:00 +0000 tabular-data model-architecture language-models representation-learning https://blog.inwon.net/reading/tunetables.html https://blog.inwon.net/reading/tunetables.html Summary of the TuneTables paper Mon, 24 Feb 2025 00:00:00 +0000 tabular-data transformers in-context-learning prompt-learning https://blog.inwon.net/reading/llm-boost.html https://blog.inwon.net/reading/llm-boost.html Summary of the LLM/PFN-Boost paper Thu, 06 Feb 2025 00:00:00 +0000 boosting deep-learning decision-tree machine-learning model-reprogramming tabular-data transformers https://blog.inwon.net/reading/prompt-tuning.html https://blog.inwon.net/reading/prompt-tuning.html Summary of the original prompt tuning paper. Tue, 21 Jan 2025 00:00:00 +0000 fine-tuning language-model nlp pretrained-model promt-tuning https://blog.inwon.net/reading/trompt.html https://blog.inwon.net/reading/trompt.html Summary of the paper "Trompt: Towards a Better Deep Neural Network for Tabular Data" Thu, 16 Jan 2025 00:00:00 +0000 language-model pretrained-model prompt-tuning tabular-data https://blog.inwon.net/reading/ptab.html https://blog.inwon.net/reading/ptab.html Summary of the PTab paper. Mon, 13 Jan 2025 00:00:00 +0000 fine-tuning language-model representation-learning table-to-text tabular-data https://blog.inwon.net/reading/icl-dd-tabpfn.html https://blog.inwon.net/reading/icl-dd-tabpfn.html Summary of the paper "In-Context Data Distillation with TabPFN" Thu, 19 Dec 2024 00:00:00 +0000 tabular-data machine-learning deep-learning data-distillation meta-learning https://blog.inwon.net/reading/tabr.html https://blog.inwon.net/reading/tabr.html Summary of the TabR paper Thu, 12 Dec 2024 00:00:00 +0000 deep-learning machine-learning meta-learning model-architecture retrieval tabular-data https://blog.inwon.net/reading/excelformer.html https://blog.inwon.net/reading/excelformer.html Summary of the Excelformer paper. Wed, 11 Dec 2024 00:00:00 +0000 deep-learning machine-learning model-architecture tabular-data https://blog.inwon.net/reading/xtformer.html https://blog.inwon.net/reading/xtformer.html Summary of the paper "Cross-Table Pretraining towards a Universal Function Space for Heterogeneous Tabular Data" Wed, 11 Dec 2024 00:00:00 +0000 deep-learning machine-learning meta-learning model-architecture tabular-data https://blog.inwon.net/reading/tp-berta.html https://blog.inwon.net/reading/tp-berta.html Summary of the paper "Making Pre-trained Language Models Great on Tabular Prediction" Thu, 28 Nov 2024 00:00:00 +0000 deep-learning machine-learning pretrained-model tabular-data language-model transfer-learning https://blog.inwon.net/reading/tablegpt2.html https://blog.inwon.net/reading/tablegpt2.html Summary of the paper "TableGPT2: A Large Multimodal Model with Tabular Data Integration" Sun, 10 Nov 2024 00:00:00 +0000 tabular-data language-model deep-learning table-to-text https://blog.inwon.net/reading/localpfn.html https://blog.inwon.net/reading/localpfn.html Summary of the paper "Retrieval & Fine-Tuning for In-Context Tabular Models" Mon, 21 Oct 2024 00:00:00 +0000 meta-learning tabular-data deep-learning