Paper Citation Record · LEDGER

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data

As of 7 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2505.21680.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.21680 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:32:09.912905Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

22 of 22 outbound references displayed

verified exact2
verified fuzzy1
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ef9fbb65-8c65-4430-9a48-5c07d9b995c4 · outbound

This paper cites Interleaving Text and Number Embeddings to Solve Mathemathics Problems.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Interleaving Text and Number Embeddings to Solve Mathemathics Problems

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:32:10.445280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84973526-d3c1-4fdd-9aa7-2c124a8e49f5 · outbound

This paper cites A.3 eICU Model and Training Details: The following details the different model specifications and hyperpa- rameters for training models on the eICU data (Table 7).

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data A.3 eICU Model and Training Details: The following details the different model specifications and hyperpa- rameters for training models on the eICU data (Table 7)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:32:10.589071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af0b0727-3b56-47ba-86b6-c43dbbceadfb · outbound

This paper cites URL https://doi.org/10.1038/s41597-022-01899-x.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data URL https://doi.org/10.1038/s41597-022-01899-x

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.737847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db701d66-a1d9-4ab4-8527-8b804e21bdf5 · outbound

This paper cites CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.871493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c92ec08d-0765-416c-92a8-a74265572aad · outbound

This paper cites A Survey on Principles, Models and Methods for Learning from Irregularly Sampled Time Series.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data A Survey on Principles, Models and Methods for Learning from Irregularly Sampled Time Series

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.032767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4648c336-43a6-47cc-9355-232b5647d727 · outbound

This paper cites Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.093009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56991821-4da6-4442-bcf1-2d743372c72d · outbound

This paper cites A Simple Baseline for Predicting Events with Auto-Regressive Tabular Transformers.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data A Simple Baseline for Predicting Events with Auto-Regressive Tabular Transformers

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.177711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b4157c-1b01-47dd-b50f-7b937e9a1b26 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data LLaMA: Open and Efficient Foundation Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.260702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 761b41b6-9804-411c-b466-10d4d9c6ff98 · outbound

This paper cites Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.373307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee388ee7-08d7-4cf7-bbc2-fa0678e607e6 · outbound

This paper cites Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:32:10.166975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 38e3a0e4-6030-48eb-9e23-e98ba94771b3 · outbound

This paper cites Image and Video Tokenization with Binary Spherical Quantization.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Image and Video Tokenization with Binary Spherical Quantization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.611149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 215c35cd-f58a-44fb-93a7-0dd6e076e1a3 · outbound

This paper cites Scaling Behavior for Large Language Models regarding Numeral Systems: An Example using Pythia.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Scaling Behavior for Large Language Models regarding Numeral Systems: An Example using Pythia

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.706084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bda0989-d59b-44b4-84b7-2201209fed7b · outbound

This paper cites Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.823670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c4070a5-8c05-4cef-92f1-691048bfb060 · outbound

This paper cites From Principles to Applications: A Comprehensive Survey of Discrete Tokenizers in Generation, Comprehension, Recommendation, and Information Retrieval.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data From Principles to Applications: A Comprehensive Survey of Discrete Tokenizers in Generation, Comprehension, Recommendation, and Information Retrieval

Reference 1997

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.667051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d6ae165-2284-4fd0-bf4f-1d0946d15f39 · outbound

This paper cites Bridging Continuous and Discrete Tokens for Autoregressive Visual Generation.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Bridging Continuous and Discrete Tokens for Autoregressive Visual Generation

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.304249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4282739f-1cdd-415b-826b-7eb0ebc36f4c · outbound

This paper cites an unresolved cited work.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Unresolved cited work

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.278481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 852b14ec-2760-4fe4-81d9-343ebc4b474c · outbound

This paper cites Tokenization Is More Than Compression.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Tokenization Is More Than Compression

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.953928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d0301e0-dd31-4669-b7f9-73773fe0857e · outbound

This paper cites Finite Scalar Quantization: VQ-VAE Made Simple.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Finite Scalar Quantization: VQ-VAE Made Simple

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.802602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d13fd5b-d8de-453c-a9f6-a026b232c6d1 · outbound

This paper cites an unresolved cited work.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Unresolved cited work

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.492339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bfffb18-2672-41de-8940-e66724626973 · outbound

This paper cites LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.579691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f73f88f-f1f9-4784-a230-2160d2a8f426 · outbound

This paper cites xVal: A Continuous Numerical Tokenization for Scientific Language Models.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data xVal: A Continuous Numerical Tokenization for Scientific Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:08.419994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecb788be-7472-4988-a52c-451c8abba22e · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

multivariateGPT: a decoder-only transformer for multivariate categorical and numeric data Gemma: Open Models Based on Gemini Research and Technology

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:09.205158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.