Paper Citation Record · LEDGER

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition

As of 23 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2508.08944.

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

pith.paper-citation-record.v1
2508.08944 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:36:32.867350Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:36:32.771898Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:36:32.930970Z

Reference resolution

23 of 23 outbound references displayed

verified exact1
verified fuzzy17
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7f62ea9-d3f6-433b-bcf4-9da577e01ef6 · outbound

This paper cites UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T17:36:32.938103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 23cbea15-9fb3-4c02-a298-c0812d57770b · outbound

This paper cites an unresolved cited work.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:36:33.173281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6e24e082-6abe-4462-a9f7-6fdeebf1c91e · outbound

This paper cites Datasets and Implementation We evaluate on NTU-60 [1], NTU-120 [17], and NW- UCLA [18] datasets under standard protocols.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Datasets and Implementation We evaluate on NTU-60 [1], NTU-120 [17], and NW- UCLA [18] datasets under standard protocols

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.162117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9705a680-bdb0-43b0-9632-4848fa20fbfd · outbound

This paper cites an unresolved cited work.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:36:33.140985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c7bdcc97-ec46-4330-8a29-1b24e69cfaf0 · outbound

This paper cites Skeleton-based action recognition via spatial and tem- poral transformer networks,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Skeleton-based action recognition via spatial and tem- poral transformer networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.084970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fc84e1f9-c9af-4ba7-83c9-8afb3722cfce · outbound

This paper cites an unresolved cited work.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:36:33.151229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e95130bf-36ce-4cc7-bebf-303c019c3cfe · outbound

This paper cites Ntu rgb+ d: A large scale dataset for 3d human activity analysis,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Ntu rgb+ d: A large scale dataset for 3d human activity analysis,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.129801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e89a84d6-c1f0-43a6-a23e-df0a0c2d3ead · outbound

This paper cites Disentangling and unify- ing graph convolutions for skeleton-based action recog- nition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Disentangling and unify- ing graph convolutions for skeleton-based action recog- nition,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.118110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 377d2f72-17c8-45dd-8575-c97e22102260 · outbound

This paper cites Channel-wise topology refine- ment graph convolution for skeleton-based action recog- nition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Channel-wise topology refine- ment graph convolution for skeleton-based action recog- nition,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.107192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3917d950-6581-4924-a412-a90d8b4018df · outbound

This paper cites Infogcn: Representation learning for human skeleton- based action recognition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Infogcn: Representation learning for human skeleton- based action recognition,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.095981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d0122bf-d1eb-4132-a44b-d015b42fb733 · outbound

This paper cites Skeleton mixformer: Multivariate topology representation for skeleton-based action recog- nition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Skeleton mixformer: Multivariate topology representation for skeleton-based action recog- nition,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.073158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a54aa2a4-289d-4aab-9a85-2a795febad5c · outbound

This paper cites Frequency guidance matters: Skeletal action recognition by frequency-aware mixed transformer,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Frequency guidance matters: Skeletal action recognition by frequency-aware mixed transformer,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.060383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1d8fbd77-388c-4d6b-b7a3-553eaaefff5c · outbound

This paper cites Hypergraph Transformer for Skeleton-based Action Recognition.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Hypergraph Transformer for Skeleton-based Action Recognition

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:36:32.823465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da0a16c9-f0cd-4d26-9f59-786974a6b58f · outbound

This paper cites Transkeleton: Hierar- chical spatial–temporal transformer for skeleton-based action recognition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Transkeleton: Hierar- chical spatial–temporal transformer for skeleton-based action recognition,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.049105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 059be1e3-990f-4072-9ea2-ea496f8083c9 · outbound

This paper cites Squeeze-and- excitation networks,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Squeeze-and- excitation networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.036630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 94dfa725-876b-436f-b0c3-4994a82daae3 · outbound

This paper cites Constructing stronger and faster baselines for skeleton-based action recognition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Constructing stronger and faster baselines for skeleton-based action recognition,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.023721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 44dc91db-080d-499b-94b9-3244cfe7c563 · outbound

This paper cites Learn- ing discriminative representations for skeleton based ac- tion recognition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Learn- ing discriminative representations for skeleton based ac- tion recognition,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:33.012123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d098ffbe-93dc-45d0-a55a-eacd40822834 · outbound

This paper cites Blockgcn: Redefine topology awareness for skeleton-based action recogni- tion,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Blockgcn: Redefine topology awareness for skeleton-based action recogni- tion,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:32.999108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c0bd9c5a-f0cf-4d50-a495-08da261445a0 · outbound

This paper cites Degcn: Deformable graph convolutional net- works for skeleton-based action recognition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Degcn: Deformable graph convolutional net- works for skeleton-based action recognition,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:32.987051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 13c6dc18-e3c6-4b21-a6b4-06d8dc5b60cd · outbound

This paper cites Skateformer: skeletal-temporal transformer for human action recog- nition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Skateformer: skeletal-temporal transformer for human action recog- nition,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:32.975462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6fc84706-e68f-4030-bfe2-7ee1d6ce7893 · outbound

This paper cites FreqMixFormerV2: Lightweight Frequency-aware Mixed Transformer for Human Skeleton Action Recognition.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition FreqMixFormerV2: Lightweight Frequency-aware Mixed Transformer for Human Skeleton Action Recognition

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:36:32.905336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e3b4a7a3-caae-45d3-ae01-76caa22bfa6c · outbound

This paper cites Ntu rgb+ d 120: A large-scale benchmark for 3d human activity under- standing,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Ntu rgb+ d 120: A large-scale benchmark for 3d human activity under- standing,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:32.962995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation af200c2c-c992-4ebe-bfa7-e1e0062be0cd · outbound

This paper cites Cross-view action modeling, learning and recognition,.

UniSTFormer: Unified Spatio-Temporal Lightweight Transformer for Efficient Skeleton-Based Action Recognition Cross-view action modeling, learning and recognition,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:36:32.950547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation a7f62ea9-d3f6-433b-bcf4-9da577e01ef6 · inbound