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Paper Citation Record · LEDGER

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 2 inbound Pith citation observations for arXiv:2509.00326.

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

pith.paper-citation-record.v1
2509.00326 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:47:17.185185Z

measured 17 of 17 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T13:45:07.339338Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T04:37:37.385272Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e58c2633-2b4d-4a24-ab5e-f05bf9913c1e · outbound

This paper cites Tabnet: Attentive interpretable tabular learning.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Tabnet: Attentive interpretable tabular learning

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:19.084995Z

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.

source=pdf_text observed=2026-08-05T13:47:16.425608Z digest=sha256:45159175eb052d33e1a9d4e4c0fe59beaa3203fad3656c138a5e2db34a2777da

Observation eb7dbba6-31e2-40f3-82d7-82371c887698 · outbound

This paper cites Flashattention: Fast and memory-efficient exact attention with IO-awareness.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Flashattention: Fast and memory-efficient exact attention with IO-awareness

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.828036Z

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.

source=pdf_text observed=2026-08-05T13:47:16.510461Z digest=sha256:63d3e1119f2538e72bd7bf295953095ce463cb12d32c18bd453cf25bfae14d11

Observation f2f7ab54-95e4-4c04-b0f8-e42469cb9264 · outbound

This paper cites TabArena: A Living Benchmark for Machine Learning on Tabular Data.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data TabArena: A Living Benchmark for Machine Learning on Tabular Data

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T13:47:16.571948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:47:16.571948Z digest=sha256:40da27c1591c862d46d9c082e88230f83855ef8cafb6de5a73f4d22e210e562c

Observation d6f5d954-9dd7-466d-8953-2d17caa18a0a · outbound

This paper cites Tunetables: Context optimization for scalable prior-data fitted networks.Advances in Neural Information Processing Systems, 37:83430–83464, 2024.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Tunetables: Context optimization for scalable prior-data fitted networks.Advances in Neural Information Processing Systems, 37:83430–83464, 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.751871Z

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.

source=pdf_text observed=2026-08-05T13:47:16.635643Z digest=sha256:31414b6966343590d5d11fd8db84e9bc5d7c19acfed36b911da3bf3e8fee2bae

Observation eb3e2c5e-5dc0-4d67-9f80-500803f4e5d9 · outbound

This paper cites Revisiting deep learning models for tabular data.Advances in neural information processing systems, 34:18932–18943, 2021.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Revisiting deep learning models for tabular data.Advances in neural information processing systems, 34:18932–18943, 2021

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.611858Z

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.

source=pdf_text observed=2026-08-05T13:47:16.713206Z digest=sha256:6d5cbbc36e8774fe47a01dd98d6970e649b310ee0617664851c2e5016a21ffa8

Observation ac496b11-0bfb-46ae-932f-557465c6e437 · outbound

This paper cites TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T13:47:16.764406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:47:16.764406Z digest=sha256:c6a073fbb428a647f9c5c69cc0a1a6087b943a758b05b5ce157e329cd3632a88

Observation a1b4745b-e2a4-4399-b8e6-53b790faab12 · outbound

This paper cites Tabm: Advancing tabular deep learning with parameter-efficient ensembling.ICLR, 2025.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Tabm: Advancing tabular deep learning with parameter-efficient ensembling.ICLR, 2025

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.502397Z

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.

source=pdf_text observed=2026-08-05T13:47:16.814881Z digest=sha256:7f0beb3a0b0b41d98ba74bcd79ea3b8ae90c55bc8817c8bf94f68f5369971d08

Observation 21152576-6152-4c32-a5f7-5f2aebbb000e · outbound

This paper cites Tabpfn: A transformer that solves small tabular classification problems in a second.International Conference on Representation Learning, 2023.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Tabpfn: A transformer that solves small tabular classification problems in a second.International Conference on Representation Learning, 2023

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.365272Z

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.

source=pdf_text observed=2026-08-05T13:47:16.844081Z digest=sha256:e3ac33099deefa11b2965049bb111f290880a4c689e0a19dddb41211f13068cf

Observation ba6228d4-3694-4810-bf53-e5f2cd79cc79 · outbound

This paper cites Accurate predictions on small data with a tabular foundation model.Nature, 637(8045):319–326, 2025.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Accurate predictions on small data with a tabular foundation model.Nature, 637(8045):319–326, 2025

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.244424Z

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.

source=pdf_text observed=2026-08-05T13:47:16.884430Z digest=sha256:d7c257216cde9c34000d3311c902ce118533d944501fd3671bdb17ec6f378a94

Observation b0b5c39d-2327-4b2f-b994-a3dc29d5ef57 · outbound

This paper cites Ring attention with blockwise transformers for near- infinite context.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Ring attention with blockwise transformers for near- infinite context

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:18.136293Z

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.

source=pdf_text observed=2026-08-05T13:47:16.938857Z digest=sha256:46eb08691ebfc5d7bcc5135d0309f1698c2337a124427cf3d1ff15a85a183bb3

Observation c7bed606-8c39-4465-9d27-d9666d3e7d3e · outbound

This paper cites Tabdpt: Scaling tabular foundation models.arXiv preprint arXiv:2410.18164, 2024.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Tabdpt: Scaling tabular foundation models.arXiv preprint arXiv:2410.18164, 2024

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T13:47:16.985458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:47:16.985458Z digest=sha256:95c52c964247242007336a60196ebc06538dfa580a095e9efc194edda7e2e276

Observation 050c19a2-20dd-477e-8317-fb7d2f185640 · outbound

This paper cites Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T13:47:17.025414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:47:17.025414Z digest=sha256:2deea03471ab524ac897492225b98a54175217b14a7c6638d724b6b44b2cfd80

Observation 59b6b555-2815-4a72-9c42-f3311290dd30 · outbound

This paper cites Retrieval & fine-tuning for in-context tabular models.Advances in Neural Information Processing Systems, 37:108439–108467, 2024.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Retrieval & fine-tuning for in-context tabular models.Advances in Neural Information Processing Systems, 37:108439–108467, 2024

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:17.996525Z

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.

source=pdf_text observed=2026-08-05T13:47:17.079900Z digest=sha256:0ab1a3c92c5474d5f3f294b042b206a2d00689c433a4ec28ec51b39caf1a784d

Observation 89ae05e0-71eb-403f-934c-610e4e5dc11d · outbound

This paper cites Mixture of in-context prompters for tabular pfns.ICLR, 2025.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Mixture of in-context prompters for tabular pfns.ICLR, 2025

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:47:17.821802Z

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.

source=pdf_text observed=2026-08-05T13:47:17.134360Z digest=sha256:21141f9f3c9b4d6ff8613479bfd943229c59443850c56f8be019f5de8c7e75d3

Observation 6c6479a3-3d31-41ac-8389-5858a0a5cb25 · outbound

This paper cites Modern neighborhood components analysis: A deep tabular baseline two decades later.ICLR, 2025.

Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data Modern neighborhood components analysis: A deep tabular baseline two decades later.ICLR, 2025

Reference 15

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T13:47:17.659662Z

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.

source=pdf_text observed=2026-08-05T13:47:17.185185Z digest=sha256:f9824c0bab048c31e6da5b4e8456fde898966e9489e25480bbd41b8bf73cb9f2

Pith citing papers

Observation b75f5fa5-b9ef-4e15-9f99-58189791a4c6 · inbound

When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach cites this paper.

When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-06-02T03:04:00.723518Z

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.

source=arxiv_source observed=2026-05-20T05:42:00.584949Z digest=sha256:c591fb7ebb8785a61a323a60ea383630f2b2b9bd26f7c2f70eb08b5413ce05f7

Observation 1fbbcc4b-e31a-4997-80f5-8fed950d49b1 · inbound

CRUMB: Efficient Prior Fitted Network Inference via Distributionally Matched Context Batching cites this paper.

CRUMB: Efficient Prior Fitted Network Inference via Distributionally Matched Context Batching Chunked TabPFN: Exact Training-Free In-Context Learning for Long-Context Tabular Data

Reference 12

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T04:37:37.386643Z

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.

source=pdf_text observed=2026-06-27T13:45:07.339338Z digest=sha256:90759dc82ccf2f8bea03b1d317cf91756aaf88dab40267bd60cdebf301dd34ba