Paper Citation Record · LEDGER

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition

As of 7 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2507.16287.

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

pith.paper-citation-record.v1
2507.16287 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:18:57.363534Z

measured 60 of 60 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:55:19.283818Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

verified exact3
verified fuzzy49
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cba446e0-22fc-415f-b615-cd239a169fcd · outbound

This paper cites TARN: temporal attentive relation network for few-shot and zero-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition TARN: temporal attentive relation network for few-shot and zero-shot action recognition

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:10.358557Z

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 7bac5aa8-604d-4252-8142-623dbc5dba53 · outbound

This paper cites Task-adapter: Task-specific adap- tation of image models for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Task-adapter: Task-specific adap- tation of image models for few-shot action recognition

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:10.109895Z

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 1ad44c11-b587-48cd-9ebc-1c65a939d90d · outbound

This paper cites Few-shot video classification via tem- poral alignment.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Few-shot video classification via tem- poral alignment

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:09.841294Z

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 29b71e2b-5e13-4c09-82a9-62998751ed4a · outbound

This paper cites Quo vadis, action recognition? a new model and the kinetics dataset.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Quo vadis, action recognition? a new model and the kinetics dataset

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:09.628887Z

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 4b84d69b-72ea-4d30-9611-eb750c17dd1c · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition An image is worth 16x16 words: Transformers for image recognition at scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:50.800104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5140c9b8-6cf8-45f3-b040-d5ed5166cbfa · outbound

This paper cites Fergus, and P.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Fergus, and P

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:09.411851Z

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 385fb114-9a1e-4363-b80a-fd31e954daec · outbound

This paper cites Depth guided adaptive meta-fusion network for few- shot video recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Depth guided adaptive meta-fusion network for few- shot video recognition

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:09.136705Z

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 cfee785a-73a2-4016-bf10-e01e5411bb04 · outbound

This paper cites Fine- grained temporal contrastive learning for weakly-supervised temporal action localization.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Fine- grained temporal contrastive learning for weakly-supervised temporal action localization

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:08.852752Z

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 99799444-d9d2-45d5-985d-64dc773adc1b · outbound

This paper cites The” something something” video database for learning and evaluating visual common sense.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition The” something something” video database for learning and evaluating visual common sense

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:08.558850Z

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 88ae390a-e3ac-41d7-87cd-37dd48b95972 · outbound

This paper cites Consistency prototype module and motion compensation for few-shot action recognition (clip-cpm2c).

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Consistency prototype module and motion compensation for few-shot action recognition (clip-cpm2c)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:08.346160Z

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 e6e0f579-b692-48c0-9e5d-d97ff19e400c · outbound

This paper cites Low-shot visual recognition by shrinking and hallucinating features.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Low-shot visual recognition by shrinking and hallucinating features

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:08.042235Z

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 ff7353da-904c-42a7-acc0-8671b3e2eccd · outbound

This paper cites Deep residual learning for image recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Deep residual learning for image recognition

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:51.635295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bc6c4f3-18fc-4a8a-b326-b01c7face634 · outbound

This paper cites Compound proto- type matching for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Compound proto- type matching for few-shot action recognition

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:07.772770Z

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 1a51a661-2215-42e0-9965-b09a640e1487 · outbound

This paper cites Matching compound prototypes for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Matching compound prototypes for few-shot action recognition

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:07.508735Z

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 214fb9fd-0172-49cb-b3bc-b2f00acb7337 · outbound

This paper cites Action genome: Actions as compositions of spatio- temporal scene graphs.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Action genome: Actions as compositions of spatio- temporal scene graphs

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:07.227622Z

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 b7175e0e-3306-4c24-9dd3-ad8e87ab55d0 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Adam: A Method for Stochastic Optimization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:52.174139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a96c14c5-d16c-4974-929c-cb769a4c6b96 · outbound

This paper cites Hmdb: a large video database for human motion recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Hmdb: a large video database for human motion recognition

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:06.983278Z

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 3835ea3e-13ef-43c1-ab80-204e1b2cbf0d · outbound

This paper cites Trajectory-aligned space-time tokens for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Trajectory-aligned space-time tokens for few-shot action recognition

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:06.717710Z

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 697414f1-7f80-4fd5-8ba4-d6397dc13828 · outbound

This paper cites Temporal alignment-free video matching for few- shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Temporal alignment-free video matching for few- shot action recognition

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:06.432274Z

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 76e19a55-b3ff-4235-a6ba-45abc363cecf · outbound

This paper cites Frame order matters: A temporal sequence-aware model for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Frame order matters: A temporal sequence-aware model for few-shot action recognition

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:06.115873Z

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 48f2664c-2d67-4ca9-85a5-531c5ede1291 · outbound

This paper cites Pastanet: Toward human activity knowledge en- gine.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Pastanet: Toward human activity knowledge en- gine

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:05.920290Z

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 9ca7afc3-4424-4e02-b65b-a6789431d36a · outbound

This paper cites Bmn: Boundary-matching network for temporal action pro- posal generation.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Bmn: Boundary-matching network for temporal action pro- posal generation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:05.710717Z

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 7b276b48-6291-4bf7-a36f-a49362a91513 · outbound

This paper cites Lite- mkd: A multi-modal knowledge distillation framework for lightweight few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Lite- mkd: A multi-modal knowledge distillation framework for lightweight few-shot action recognition

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:05.482425Z

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 90afe8ed-a822-439c-aa22-85493d9845f2 · outbound

This paper cites Multidimensional prototype refactor enhanced network for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Multidimensional prototype refactor enhanced network for few-shot action recognition

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:05.252391Z

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 a6ff9581-9d2e-4319-ad8c-ae66154b1b74 · outbound

This paper cites Language Models are Few-Shot Learners.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Language Models are Few-Shot Learners

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:53.267812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f83eb00-ea7e-416b-8f6b-ba7d06185ae9 · outbound

This paper cites Multimodal prototype-enhanced network for few- shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Multimodal prototype-enhanced network for few- shot action recognition

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:04.961011Z

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 9b28422b-caf8-42c0-ac44-1503415bec34 · outbound

This paper cites Temporal-relational crosstransformers for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Temporal-relational crosstransformers for few-shot action recognition

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:04.751016Z

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 41f958ee-076d-4240-bb0f-60b7aeeea8d1 · outbound

This paper cites Joint image-instance spatial-temporal attention for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Joint image-instance spatial-temporal attention for few-shot action recognition

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:04.541510Z

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 6922987c-fa14-4737-b957-84a76fe850f2 · outbound

This paper cites MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot Action Recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot Action Recognition

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:53.782385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4cb2a4a-9a23-4905-923d-a862a2e46cb5 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Learning transferable visual models from natural language supervi- sion

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:04.361136Z

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 9e41d713-cdf8-4a94-baa3-9688032f9e5f · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Exploring the limits of transfer learning with a unified text-to-text transformer

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:53.962186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0955aa44-5d18-4ad6-97da-3160bf26d181 · outbound

This paper cites Home action genome: Cooperative compositional action understanding.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Home action genome: Cooperative compositional action understanding

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:04.120983Z

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 893cf76f-6467-43a6-b683-cae6f3b2f585 · outbound

This paper cites Temporally-weighted hierarchical clustering for unsupervised action segmentation.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Temporally-weighted hierarchical clustering for unsupervised action segmentation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:03.901016Z

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 ad9616b0-0a82-41b2-ae73-5b949bc42c41 · outbound

This paper cites Com- monsense knowledge prompting for few-shot action recog- nition in videos.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Com- monsense knowledge prompting for few-shot action recog- nition in videos

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:03.655487Z

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 4174eb07-2783-4ec4-840d-d5d9d8a92c77 · outbound

This paper cites Prototypical networks for few-shot learning.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Prototypical networks for few-shot learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:03.388482Z

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 8acc9467-d32e-46b2-acb2-a825d5cf0499 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:18:54.562797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3d39ba2-b9cc-4102-afd9-c7547133009a · outbound

This paper cites Discriminative clip mining for video anomaly de- tection.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Discriminative clip mining for video anomaly de- tection

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:03.147439Z

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 3480d360-bc7e-4ecc-aca4-85a68488c492 · outbound

This paper cites Semantic- aware video representation for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Semantic- aware video representation for few-shot action recognition

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:02.869141Z

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 d28e9ef8-bfc0-4e8a-9f80-16217dac386f · outbound

This paper cites Spatio-temporal relation modeling for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Spatio-temporal relation modeling for few-shot action recognition

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:02.578291Z

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 bb313b0f-938a-49f5-9ab8-e5e403e264b5 · outbound

This paper cites Hybrid relation guided set matching for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Hybrid relation guided set matching for few-shot action recognition

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:02.343428Z

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 95cd3ed8-9f15-442a-ae63-e36b8b06d2bc · outbound

This paper cites Task-aware dual-representation network for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Task-aware dual-representation network for few-shot action recognition

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:02.085292Z

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 5244a167-ecae-4050-98d9-379e8d91e25d · outbound

This paper cites Clip-guided prototype modulating for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Clip-guided prototype modulating for few-shot action recognition

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:01.835797Z

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 133b8295-6375-428c-83bf-a7421686c062 · outbound

This paper cites Molo: Motion- augmented long-short contrastive learning for few-shot ac- tion recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Molo: Motion- augmented long-short contrastive learning for few-shot ac- tion recognition

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:01.549476Z

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 77fe9feb-2e74-4388-baf9-1e89219330f0 · outbound

This paper cites Few-shot Action Recognition with Captioning Foundation Models.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Few-shot Action Recognition with Captioning Foundation Models

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:18:58.078089Z

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 27390eba-c95c-4258-9e2e-89040050e736 · outbound

This paper cites Cross-modal contrastive learning network for few-shot ac- tion recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Cross-modal contrastive learning network for few-shot ac- tion recognition

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:01.228970Z

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 77982e03-1359-48fe-8b6a-f62e22022065 · outbound

This paper cites Active exploration of multimodal comple- mentarity for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Active exploration of multimodal comple- mentarity for few-shot action recognition

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:01.015469Z

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 c9dc2e32-e6bb-4747-bc6c-e119b942ff42 · outbound

This paper cites Efficient few-shot action recognition via multi-level post-reasoning.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Efficient few-shot action recognition via multi-level post-reasoning

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:00.741467Z

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 9342fd42-2308-4591-aa93-34fb4d306d72 · outbound

This paper cites Few-shot video classification via representation fusion 10 and promotion learning.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Few-shot video classification via representation fusion 10 and promotion learning

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:00.488205Z

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 222cf120-3570-4fd2-9f4b-7f9bf0df27bf · outbound

This paper cites MA-FSAR: Multimodal Adaptation of CLIP for Few-Shot Action Recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition MA-FSAR: Multimodal Adaptation of CLIP for Few-Shot Action Recognition

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:18:57.835983Z

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 5e052322-346b-4fac-ba36-1a46afcf5238 · outbound

This paper cites Boosting few-shot action recognition with graph- guided hybrid matching.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Boosting few-shot action recognition with graph- guided hybrid matching

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:00.231451Z

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 20ffd553-0532-4c6e-8052-98672407472c · outbound

This paper cites Ma-fsar: Multimodal adaptation of clip for few-shot action recognition.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Ma-fsar: Multimodal adaptation of clip for few-shot action recognition

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:19:00.024993Z

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 84c6305f-231a-49be-80c5-3fb33a778207 · outbound

This paper cites Learning Implicit Temporal Alignment for Few-shot Video Classification.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Learning Implicit Temporal Alignment for Few-shot Video Classification

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:18:57.592456Z

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 1dfd765d-3562-4b07-8926-d8bf348cba1c · outbound

This paper cites Temporal action detection with structured segment networks.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Temporal action detection with structured segment networks

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:59.749860Z

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 826fe8e4-827f-4883-845a-8f18d111431e · outbound

This paper cites Few-shot action recognition with hierarchical matching and contrastive learn- ing.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Few-shot action recognition with hierarchical matching and contrastive learn- ing

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:59.528929Z

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 d89316c4-aa30-48c9-b65b-5d690d0b71c6 · outbound

This paper cites Thinking inside uncertainty: Interest moment perception for diverse temporal grounding.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Thinking inside uncertainty: Interest moment perception for diverse temporal grounding

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:59.311230Z

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 2ed3faa1-955a-4e80-96f9-5f978027853b · outbound

This paper cites Compound memory networks for few-shot video classification.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Compound memory networks for few-shot video classification

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:59.097419Z

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 114ad806-c170-4304-b2e5-60d9f0f20ffb · outbound

This paper cites Action La- bel.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Action La- bel

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:58.859421Z

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 62b99307-263d-4076-94cd-97c38d172bc7 · outbound

This paper cites Below is a sequence of images showing an action. What action is being performed?.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition Below is a sequence of images showing an action. What action is being performed?

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:58.610547Z

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 b5bd78df-65ab-42f4-83c6-21c9968d2735 · outbound

This paper cites lowering the body.

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition lowering the body

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:18:58.363946Z

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.

Pith citing papers

Observation 976ffdc3-ba65-4fb0-bb24-acd73a8de30e · inbound

Explainable Action Form Assessment by Exploiting Multimodal Chain-of-Thoughts Reasoning cites this paper.

Explainable Action Form Assessment by Exploiting Multimodal Chain-of-Thoughts Reasoning Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T15:55:19.283818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.