Paper Citation Record · LEDGER

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2505.22985.

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

pith.paper-citation-record.v1
2505.22985 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:01:34.259284Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

33 of 33 outbound references displayed

verified exact1
verified fuzzy27
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a454660-a7a2-45d4-8646-21534e873fe7 · outbound

This paper cites Improving deep learning for har with shallow lstms.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Improving deep learning for har with shallow lstms

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:40.345182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa7c76e4-458a-4718-ba97-8b39e55cf295 · outbound

This paper cites Language Models are Few-Shot Learners.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Language Models are Few-Shot Learners

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:01:31.244155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add78069-809b-44ba-bb47-54029b5654bb · outbound

This paper cites Dataset for ADL Recognition with Wrist-worn Ac- celerometer.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Dataset for ADL Recognition with Wrist-worn Ac- celerometer

Reference 3

Resolution: verified exact; doi, observed 2026-08-07T13:01:34.427597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1aef0181-94ef-4166-9a75-c8a520801f15 · outbound

This paper cites Emerging dynamic memristors for neuromorp hic reservoir computing.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Emerging dynamic memristors for neuromorp hic reservoir computing

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:40.171749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 56177e6b-f6ed-472c-b17a-f47bae0c5b69 · outbound

This paper cites Leveraging large language models for activity recognition in smart environments.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Leveraging large language models for activity recognition in smart environments

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:40.046137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0d4fbb4e-4c18-4605-a88c-1ae6c0023592 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:01:31.719727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d62f8dcf-d484-4cc5-b5c7-02f92fcf6c0c · outbound

This paper cites Gjoreski, M.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Gjoreski, M

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:39.881845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 200aa526-3ebb-46ba-844f-cec9a432129a · outbound

This paper cites Echo state network based on improved knowledge distillatio n for edge intelligence.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Echo state network based on improved knowledge distillatio n for edge intelligence

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:39.737042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 088090ef-658b-4ec2-bf73-479deb685243 · outbound

This paper cites Energy-eﬃcient reservoir com puting based on solution-processed electrolyte/ferroelectric m emcapacitive synapses for biosignal classiﬁcation.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Energy-eﬃcient reservoir com puting based on solution-processed electrolyte/ferroelectric m emcapacitive synapses for biosignal classiﬁcation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:39.553797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ba7d7ac6-3606-45a7-9860-999d0440d122 · outbound

This paper cites Neuromorphic on-chip reservoir comp uting with spiking neural network architectures, 2024.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Neuromorphic on-chip reservoir comp uting with spiking neural network architectures, 2024

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:39.399031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c257cae7-5751-4160-91fd-55e195f020ee · outbound

This paper cites Kwapisz, Gary M.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Kwapisz, Gary M

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:39.192130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 714875be-62c5-427e-9aed-37e3f3a74707 · outbound

This paper cites Quantized reservoi r computing for spectrum sensing with knowledge distillation.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Quantized reservoi r computing for spectrum sensing with knowledge distillation

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.981693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 44bb2f59-9f61-42e8-85fd-2e58879107d6 · outbound

This paper cites Photonic reservoir computing for energy e ﬃcient and versatile machine learning application.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Photonic reservoir computing for energy e ﬃcient and versatile machine learning application

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.834230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bcb11f77-36b0-4a18-b0bf-3fcbb4e15cc4 · outbound

This paper cites On the computational power of recurrent circuits of spiking neurons.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition On the computational power of recurrent circuits of spiking neurons

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.681577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ecfc288a-caf6-4a87-bccb-cde0b7387a15 · outbound

This paper cites Neuromorphic comput ing gets ready for the (really) big time.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Neuromorphic comput ing gets ready for the (really) big time

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.489908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a1500f64-cef2-4ec4-8294-700454fd6df2 · outbound

This paper cites Autosnn: Towards energy-eﬃcient sp iking neural networks, 2022.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Autosnn: Towards energy-eﬃcient sp iking neural networks, 2022

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.329120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2d1d2532-e4a4-41d3-a6be-0f100717fd30 · outbound

This paper cites Relation al knowledge distillation, 2019.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Relation al knowledge distillation, 2019

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.158292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d52a443f-f30a-4965-993e-8bd1300249ab · outbound

This paper cites High spe ed human action recognition using a photonic reservoir computer.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition High spe ed human action recognition using a photonic reservoir computer

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:38.014317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 686e445e-3ea5-471e-bffe-bc2ee1226e5a · outbound

This paper cites Hilbert distillation for cross-dimensionality ne tworks, 2022.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Hilbert distillation for cross-dimensionality ne tworks, 2022

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:37.823521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4076696f-4428-4b00-ab90-0571d24eba79 · outbound

This paper cites Introducing a new ben chmarked dataset for activity monitoring.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Introducing a new ben chmarked dataset for activity monitoring

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:37.443728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28e78a8c-6652-4d0b-964c-79842aeedaf2 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:01:32.900124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0db3f663-7ed5-4baf-9c1c-4d53c72e138b · outbound

This paper cites Leveraging the larg e language model for activity recognition: A comprehensive review.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Leveraging the larg e language model for activity recognition: A comprehensive review

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:37.189631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a4677022-68ad-423b-9e69-d7b9286d0b7e · outbound

This paper cites Logit standardization in knowledge distillation, 202 4.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Logit standardization in knowledge distillation, 202 4

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:36.925616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc9e800f-14d1-4a19-885c-44c2fbcec5e1 · outbound

This paper cites Jaeger, herbert and haas, h erald.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Jaeger, herbert and haas, h erald

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:36.541084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a563ab8-f9fa-49e7-b674-0bea59e1b06b · outbound

This paper cites On-body local ization of wearable devices: An investigation of position-aware acti vity recog- nition.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition On-body local ization of wearable devices: An investigation of position-aware acti vity recog- nition

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:36.208976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7849ef2b-cbe8-4ac0-be07-f9bd40a66c19 · outbound

This paper cites Too good to be true: accuracy overestimation in (re)current practic es for hu- man activity recognition.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Too good to be true: accuracy overestimation in (re)current practic es for hu- man activity recognition

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:35.960904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ea28c7a0-18af-4086-bfbc-242b9042ad46 · outbound

This paper cites MLP-Mixer: An all-MLP Architecture for Vision.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition MLP-Mixer: An all-MLP Architecture for Vision

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T13:01:33.436568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf078092-ccdd-4a79-b8cf-c07d85fd48e6 · outbound

This paper cites Training data-eﬃ cient im- age transformers & distillation through attention.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Training data-eﬃ cient im- age transformers & distillation through attention

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:35.715491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d2210ee0-4a66-4076-9ae6-429ee4b1082c · outbound

This paper cites CrossKD: Cross-Head Knowledge Distillation for Object Detection.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition CrossKD: Cross-Head Knowledge Distillation for Object Detection

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:01:33.716112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dbe680a-a0e6-4e45-8bed-4aabe2864e2b · outbound

This paper cites Yaremkevich, Alexey V.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Yaremkevich, Alexey V

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:35.460671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3cb9b887-616e-41d6-8f9c-c2664f38a5c1 · outbound

This paper cites Energy eﬃcient and robust reservoir computing system using ultrathin (3.5 nm) ferroelectric tunneling junction s for temporal data learning.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Energy eﬃcient and robust reservoir computing system using ultrathin (3.5 nm) ferroelectric tunneling junction s for temporal data learning

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:35.213196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 858cd24f-f2ef-41aa-9048-1234657babcb · outbound

This paper cites Metaformer is actuall y what you need for vision, 2022.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Metaformer is actuall y what you need for vision, 2022

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:34.936016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 315904b1-e2f8-4e92-850b-9919bd760494 · outbound

This paper cites Decoupled knowledge distillation, 2022.

Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition Decoupled knowledge distillation, 2022

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:01:34.608796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.