Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:07:27.426260Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2506.12210.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:07:27.426260Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
73 of 73 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e1f9acad-cc37-47c3-9dd5-0d338a825c6d · outbound
Machine Intelligence on Wireless Edge Networks Efficient processing of deep neural networks: A tutorial and survey
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cfb7f3b5-a6d2-4441-9e93-f55933096f66 · outbound
Machine Intelligence on Wireless Edge Networks Computing’s energy problem (and what we can do about it)
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3b09e82d-2fc2-43fd-830f-ea0a15b08a8e · outbound
Machine Intelligence on Wireless Edge Networks In-datacenter per- formance analysis of a tensor processing unit
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 17026e21-f437-4652-bc5e-4381da86e1c5 · outbound
Machine Intelligence on Wireless Edge Networks The emergence of edge computing
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d77e2563-a226-4b8d-9177-5b13e7699253 · outbound
Machine Intelligence on Wireless Edge Networks A method to estimate the energy consumption of deep neu- ral networks
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b77e87c0-3ba0-4905-b674-5dee9941da05 · outbound
Machine Intelligence on Wireless Edge Networks Split learning for health: Distributed deep learning without sharing raw patient data
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e18bbb3a-384b-402a-bf88-61a8b112a1cb · outbound
Machine Intelligence on Wireless Edge Networks Multi-key privacy-preserving deep learning in cloud computing
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 164b3faa-d299-4a61-8488-7c21bb384e3c · outbound
Machine Intelligence on Wireless Edge Networks Quantum-secure multi- party deep learning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 481c50ac-ffa8-4261-a388-fdc5e8e9575b · outbound
Machine Intelligence on Wireless Edge Networks Wright, Peter L
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42a5bba5-1f30-445c-ae31-c26582090cc5 · outbound
Machine Intelligence on Wireless Edge Networks Backpropagation-free train- ing of deep physical neural networks
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d85c1b95-7cc8-4e0c-87bb-f8db581025c0 · outbound
Machine Intelligence on Wireless Edge Networks Deep physical neural networks trained with backpropagation
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28ae8c3a-c2e2-4617-a515-53e07b987723 · outbound
Machine Intelligence on Wireless Edge Networks Inference in artificial intelligence with deep optics and photonics
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 045869dd-f08d-426b-8be0-6df63a3df79b · outbound
Machine Intelligence on Wireless Edge Networks Memory devices and applications for in-memory computing
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 63c6cce6-75d2-4093-8dbc-9bbef0e8f77b · outbound
Machine Intelligence on Wireless Edge Networks Photonics for artificial intelligence and neuro- morphic computing
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 83e27fb6-e2c5-470d-802e-1e9d8c0c94bf · outbound
Machine Intelligence on Wireless Edge Networks Fully forward mode training for optical neural networks
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc2c192c-8414-491a-99cb-4912882123ca · outbound
Machine Intelligence on Wireless Edge Networks Nonlinear processing with lin- ear optics
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 88bf81bf-1a49-4d76-a16e-d1ee4a2a4f6f · outbound
Machine Intelligence on Wireless Edge Networks The physics of optical computing
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46fac8e6-3201-4dde-9dd5-7eb2c91c40d0 · outbound
Machine Intelligence on Wireless Edge Networks An on-chip photonic deep neural network for image classifica- tion
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 56db5db3-37c0-4cc5-be06-b7e2af1716e0 · outbound
Machine Intelligence on Wireless Edge Networks Parallel convolutional processing using an integrated photonic tensor core
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation aedad37c-f50d-44ef-893c-fc5422f632a1 · outbound
Machine Intelligence on Wireless Edge Networks Deep learning with coherent vcsel neural networks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 36c38793-7dc1-4f5a-8d65-cb63c8a158ee · outbound
Machine Intelligence on Wireless Edge Networks An optical neural network using less than 1 photon per multiplication
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 48315775-2a58-4a7e-be22-c161cac52c92 · outbound
Machine Intelligence on Wireless Edge Networks 11 tops photonic convolutional accelerator for optical neural networks
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e7cad960-364d-4393-814a-ecc22c489763 · outbound
Machine Intelligence on Wireless Edge Networks Programmable photonic circuits
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 05ffdacd-0318-4973-b739-fe673e29f5a2 · outbound
Machine Intelligence on Wireless Edge Networks A three- terminal nanophotonic integrator for deep neural networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0b644ee3-f9f6-4958-9509-771b0a5648ef · outbound
Machine Intelligence on Wireless Edge Networks QAMNet: Fast and Efficient Optical QAM Neural Networks
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5e46ff03-42e9-4fa6-a2c8-84bb940da7c0 · outbound
Machine Intelligence on Wireless Edge Networks Attojoule optoelectronics for low-energy information processing and communications
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c3cd2d3c-a271-4745-89cc-9851d9464169 · outbound
Machine Intelligence on Wireless Edge Networks Analog optical computer for ai inference and com- binatorial optimization
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6dde5f69-6efe-47b8-a5a8-e93658f0fc60 · outbound
Machine Intelligence on Wireless Edge Networks Large-scale photonic chiplet taichi empowers 160-tops/w artificial general intelligence
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d2ba3811-ca3a-4e8f-a4fe-f18c53d93509 · outbound
Machine Intelligence on Wireless Edge Networks All-optical ma- chine learning using diffractive deep neural networks
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3b38a61c-aa0a-4d49-8784-eff4c6b4c688 · outbound
Machine Intelligence on Wireless Edge Networks Isaac: A convolutional neural network accelerator with in-situ analog arithmetic in cross- bars
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 04465b8b-0992-4f0e-b631-9637c769a6c9 · outbound
Machine Intelligence on Wireless Edge Networks Prime: A novel processing-in-memory architecture for neural network compu- tation in reram-based main memory
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9b2bcb70-9e16-4bf4-b2a9-7acebbd3d79e · outbound
Machine Intelligence on Wireless Edge Networks PUMA: A programmable ultra-efficient memristor-based accelerator for machine learning inference
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 29ddc0de-f928-488f-90f3-3a1c8f65798d · outbound
Machine Intelligence on Wireless Edge Networks A computing-in-memory macro based on three-dimensional resistive random-access memory
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 78102055-c7b8-43b4-8045-c453bf4f6911 · outbound
Machine Intelligence on Wireless Edge Networks Fast and robust analog in-memory deep neu- ral network training
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 529b91d9-0a4c-4dca-a290-c250f123c82e · outbound
Machine Intelligence on Wireless Edge Networks The inherent adversarial robustness of analog in-memory computing
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2b629d85-83d9-456b-bef0-7c2b4769485f · outbound
Machine Intelligence on Wireless Edge Networks In-memory computing with resistive memory circuits: Status and outlook
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d97c3cb8-4cb8-4ae5-889c-10d2d0477e22 · outbound
Machine Intelligence on Wireless Edge Networks A crossbar array of magnetoresistive memory devices for in-memory computing
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ea4c213e-a6ed-4da2-8635-7aa45122983b · outbound
Machine Intelligence on Wireless Edge Networks A 2941-tops/w charge-domain 10t sram compute-in-memory for ternary neural network
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cb7c2692-af22-4c14-b447-dfac4deb8f42 · outbound
Machine Intelligence on Wireless Edge Networks Dou- ble mac on a cell: A 22-nm 8t-sram based analog in-memory 13 accelerator for binary/ternary neural networks featuring split wordline
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ff43301d-94a4-419a-b74c-42a1c134ab4d · outbound
Machine Intelligence on Wireless Edge Networks Power-efficient combinatorial opti- mization using intrinsic noise in memristor hopfield neural networks
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 65670fca-5391-4a74-bd2e-e3bb8036b44e · outbound
Machine Intelligence on Wireless Edge Networks A 64-core mixed-signal in- memory compute chip based on phase-change memory for deep neural network inference
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8d0bcc0d-bd7d-4217-9b80-39ff3fb592f6 · outbound
Machine Intelligence on Wireless Edge Networks Multpim: Fast stateful multiplication for processing-in- memory
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5d2814ca-58d5-4799-a5a9-8276c68e2100 · outbound
Machine Intelligence on Wireless Edge Networks Mat- pim: Accelerating matrix operations with memristive stateful logic
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 73aeb4ec-a0b9-4175-aa67-8c815d00c4d3 · outbound
Machine Intelligence on Wireless Edge Networks Magic—memristor-aided logic
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 18239d83-9294-40a9-a9ac-8217572b8390 · outbound
Machine Intelligence on Wireless Edge Networks Quantized neural networks: Train- ing neural networks with low precision weights and activa- tions
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 296cbfec-c92c-4867-9c7d-9af13c634bb0 · outbound
Machine Intelligence on Wireless Edge Networks Binarized neural networks
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 490e3062-342b-4647-8d11-45321bd1003b · outbound
Machine Intelligence on Wireless Edge Networks Powering ai at the edge: A robust, memristor- based binarized neural network with near-memory computing and miniaturized solar cell
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dc8955e7-c9a6-4c90-8bac-a6b69633efa6 · outbound
Machine Intelligence on Wireless Edge Networks Computation over multiple-access channels
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 25df58de-0bdf-4796-afce-571b5fbaf85b · outbound
Machine Intelligence on Wireless Edge Networks Robust ana- log function computation via wireless multiple-access chan- nels
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4a6b8649-f64e-4048-be0c-cf0cd68d9fa9 · outbound
Machine Intelligence on Wireless Edge Networks Nomographic functions: Efficient computation in clustered gaussian sensor networks
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 60779c29-1c4b-4bcc-a51a-c1034f2246d8 · outbound
Machine Intelligence on Wireless Edge Networks A survey on over-the-air com- putation
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 58a7e4de-1607-4052-b84d-450ea25d5bfc · outbound
Machine Intelligence on Wireless Edge Networks AirNN: Over-the- air computation for neural networks via reconfigurable intel- ligent surfaces
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 959b11a2-71c5-4967-8daa-aa0b4faf3898 · outbound
Machine Intelligence on Wireless Edge Networks AirFC: Designing fully connected layers for neural networks with wireless sig- nals
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation be82e15d-a05e-4650-b84d-118ad3312b3c · outbound
Machine Intelligence on Wireless Edge Networks Wireless distributed matrix-vector multiplica- tion using over-the-air computation and analog coding
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 31c3919a-bc13-442a-b5c8-d38dca280e47 · outbound
Machine Intelligence on Wireless Edge Networks Universal Approximation with XL MIMO Systems: OTA Classification via Trainable Analog Combining
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec85f7bf-ba7b-4773-bd59-f7bde312fb8e · outbound
Machine Intelligence on Wireless Edge Networks Computing functions over-the-air using digital mod- ulations
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8820fbe4-2ad5-47c8-a184-f771131fffcc · outbound
Machine Intelligence on Wireless Edge Networks A reconfigurable linear rf analog processor for realizing mi- crowave artificial neural network
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d673082d-ec16-41d3-a71b-3d018a3db7a3 · outbound
Machine Intelligence on Wireless Edge Networks An integrated microwave neu- ral network for broadband computation and communication
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dbd121fb-ee39-48c9-92e3-cad4d3f2b94b · outbound
Machine Intelligence on Wireless Edge Networks Mi- crowave signal processing using an analog quantum reservoir computer
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b0e801f1-facb-42e9-800e-4edf65cc1b56 · outbound
Machine Intelligence on Wireless Edge Networks A precise four-quadrant multiplier with sub- nanosecond response
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2d980232-6cab-442f-b6d3-9d02ee17ef58 · outbound
Machine Intelligence on Wireless Edge Networks Low voltage per- formance of a microwave CMOS Gilbert cell mixer
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 32e81438-02c0-4c10-8102-6ee80cf5fd2b · outbound
Machine Intelligence on Wireless Edge Networks Coaxial frequency mixer, 300–4300 MHz
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b6601a47-6bb3-4119-b1c6-eb6daf8cef76 · outbound
Machine Intelligence on Wireless Edge Networks Reconsidering os memory optimizations in the presence of disaggregated memory
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8c4cc3de-58d6-43e4-94ca-ddbc0d5d9d9b · outbound
Machine Intelligence on Wireless Edge Networks Thermal agitation of electric charge in con- ductors
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc80d65a-cbde-4d9e-afca-3066e187ea33 · outbound
Machine Intelligence on Wireless Edge Networks Irreversibility and generalized noise
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation de4b6638-6a0f-4a82-b1a7-0496811e0409 · outbound
Machine Intelligence on Wireless Edge Networks Disaggregated Deep Learning via In-Physics Computing at Radio Frequency
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 061b4afb-20eb-4460-b626-2f9293a959fe · outbound
Machine Intelligence on Wireless Edge Networks A 0.75-million-point fourier-transform chip for frequency-sparse signals
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 529cd0b9-eefa-40bb-b910-4011f3dff1d9 · outbound
Machine Intelligence on Wireless Edge Networks An IEEE 802.11a/g/p OFDM receiver for GNU Radio
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3e0637bb-7c38-4e23-b144-d12d1389755c · outbound
Machine Intelligence on Wireless Edge Networks Ex- perimentally realized in situ backpropagation for deep learn- ing in photonic neural networks
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 138fc9bf-5fa2-4480-ba80-7274a09e46f9 · outbound
Machine Intelligence on Wireless Edge Networks Large-scale optical neural net- works based on photoelectric multiplication
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 35944593-9b34-46cc-9269-b4703ae01d5c · outbound
Machine Intelligence on Wireless Edge Networks RF-Photonic Deep Learning Processor with Shannon-Limited Data Movement
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7c930411-928f-4de0-92da-46a9e07a8e15 · outbound
Machine Intelligence on Wireless Edge Networks Layer Normalization
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9885473-4266-424c-a9b6-e95a5b43e305 · outbound
Machine Intelligence on Wireless Edge Networks Transformers without normalization
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.