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Paper Citation Record · LEDGER

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing

As of 22 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2608.03514.

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

pith.paper-citation-record.v1
2608.03514 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:37:24.419785Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

63 of 63 outbound references displayed

  • verified exact3
  • verified fuzzy49
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93a27ea6-9822-4cbd-94f4-bc6f17ae4aba · outbound

This paper cites Distilling the knowledge in a neural network,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Distilling the knowledge in a neural network,

Reference 1

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no resolver link, observed 2026-08-05T17:37:19.400484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 32b44558-91b0-4d93-9ec8-92510cc31d59 · outbound

This paper cites Knowledge distillation: A survey,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Knowledge distillation: A survey,

Reference 2

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation eb718c9d-84ad-42eb-b7e6-d63a7b7f0da7 · outbound

This paper cites Domain-specific hardware accelerators,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Domain-specific hardware accelerators,

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 0531833c-9a1b-468c-b0ab-94086b89b558 · outbound

This paper cites Computing’s energy problem (and what we can do about it),.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Computing’s energy problem (and what we can do about it),

Reference 4

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:19.648867Z digest=sha256:79160f2743f2809bc38b7aa82a950c0aa0c7a9e2d1c5d9fe254e85476c473764

Observation ed296c3f-193f-44db-95a1-d066bad808cb · outbound

This paper cites Efficient processing of deep neural networks: A tutorial and survey,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Efficient processing of deep neural networks: A tutorial and survey,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:34.300770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 05dc337b-0d3d-459b-8ac4-cb90842b6e97 · outbound

This paper cites Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding,

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:34.096129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 294ff0ce-9dba-427a-9a97-5302a7c57168 · outbound

This paper cites SparseGPT: Massive language models can be accurately pruned in one-shot,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing SparseGPT: Massive language models can be accurately pruned in one-shot,

Reference 7

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raw_fallback, observed 2026-08-05T17:37:33.883649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f8fb55e8-16fd-4ce7-89b2-fb11e91d9ad7 · outbound

This paper cites QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Reference 8

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unresolved
no resolver link, observed 2026-08-05T17:37:20.052428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:20.052428Z digest=sha256:29dd83cd68aae10806e6e8b09cd28515147f0395f009fa3a7a67a7c9fd08d0a6

Observation ee2b13ad-d4f6-41e0-9257-43f613c7105d · outbound

This paper cites T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge

Reference 9

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unresolved
no resolver link, observed 2026-08-05T17:37:20.142272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:20.142272Z digest=sha256:5f4a73918a23ee3917fe8e352b2f46ac0820b94f4c5fa86eefdb1a0793914149

Observation e5eeb64d-5a41-4cda-b686-8e617670d3d2 · outbound

This paper cites Mr. wolf: An energy-precision scalable parallel ultra low power SoC for IoT edge processing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Mr. wolf: An energy-precision scalable parallel ultra low power SoC for IoT edge processing,

Reference 10

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation f551917f-d184-4568-b12c-50543e796775 · outbound

This paper cites MCUNet: Tiny deep learning on IoT devices,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing MCUNet: Tiny deep learning on IoT devices,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 0c4f9a48-1ad4-403d-bdd8-d5875ee1a1a6 · outbound

This paper cites MCUNetV2: Memory-efficient patch-based inference for tiny deep learning,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing MCUNetV2: Memory-efficient patch-based inference for tiny deep learning,

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:33.220116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:20.418786Z digest=sha256:070bab7bfc29b9d2b4fa4240e25e03ebaa04030e2ab21d2f0bc7627b1fab1c5d

Observation 77e320f3-d571-4f96-8b11-d028b0785a38 · outbound

This paper cites Combining multiple tiny machine learning models for multimodal context-aware stress recognition on constrained microcontrollers,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Combining multiple tiny machine learning models for multimodal context-aware stress recognition on constrained microcontrollers,

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:33.019529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:20.499974Z digest=sha256:0d913647244669d1655f190f38cc9e8e3ab623bf03976dbfe9f629e7074ce1d4

Observation f4a4a84a-92f1-4855-89a8-6ece3802f687 · outbound

This paper cites TinyOL: TinyML with online learning on microcontrollers,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing TinyOL: TinyML with online learning on microcontrollers,

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:32.850354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:20.559399Z digest=sha256:fbcbe0fd3ae1971bf83abf840754ea7ca934f341eda88b02b9ee32eabca491d3

Observation bb79b5ff-9d38-408f-a3eb-f8a8b2f3ba53 · outbound

This paper cites Review of movement sensor applications in livestock animal activity recognition: Communications, data collection practices, and edge-ai solutions,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Review of movement sensor applications in livestock animal activity recognition: Communications, data collection practices, and edge-ai solutions,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:32.650964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 646f9745-4132-44b7-a5e3-0ebbe1f0e2c8 · outbound

This paper cites A multicore and edge tpu-accelerated multimodal tinyml system for livestock behavior recognition,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing A multicore and edge tpu-accelerated multimodal tinyml system for livestock behavior recognition,

Reference 16

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation e127aee9-5cb4-4805-aa6e-2d5caa8a07ff · outbound

This paper cites Continual lifelong learning with neural networks: A review,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Continual lifelong learning with neural networks: A review,

Reference 17

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b165ef47-232d-425a-87a0-3d6a75922485 · outbound

This paper cites A hybrid edge classifier: Combining tinyml-optimised cnn with rram-cmos acam for energy-efficient inference,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing A hybrid edge classifier: Combining tinyml-optimised cnn with rram-cmos acam for energy-efficient inference,

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:32.268695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 9d3f7f2d-7e59-4299-97b5-4277705c4b11 · outbound

This paper cites Internetless low-cost sensing system for real-time livestock monitoring,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Internetless low-cost sensing system for real-time livestock monitoring,

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:32.126002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation a437a580-39d9-4dd8-ad91-01a4a7cf02fd · outbound

This paper cites Node learning: A framework for adaptive, decentralised and collaborative network edge ai,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Node learning: A framework for adaptive, decentralised and collaborative network edge ai,

Reference 20

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation a3b1be17-d760-46a5-b67a-dec237ee54ef · outbound

This paper cites Exact 1/N expansion of Wilson loop correlators in $\mathcal{N}=4$ Super-Yang-Mills theory.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Exact 1/N expansion of Wilson loop correlators in $\mathcal{N}=4$ Super-Yang-Mills theory

Reference 21

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no resolver link, observed 2026-08-05T17:37:21.262249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:21.262249Z digest=sha256:601bd4d56f1aa28f9a785330c285a25269f302c6f58230ef917c0b68d9f6e3cd

Observation ddb82dae-32df-42fe-ae8c-d3e64315aed4 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Communication-efficient learning of deep networks from decentralized data,

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:31.882401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 2e940dd6-ae0f-4381-b5f2-4536f3fe172c · outbound

This paper cites Memory devices and applications for in-memory computing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Memory devices and applications for in-memory computing,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:31.734662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:21.460321Z digest=sha256:a1e4008d990fb7898b18a40a167c69b5b902e7a51d08100e8aa2d146175c60b6

Observation 664639a1-6187-496e-808f-735a6dcd090c · outbound

This paper cites Mixed-precision in-memory computing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Mixed-precision in-memory computing,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:31.615009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 1fe616c9-d8c3-4712-8676-757e3fb357cf · outbound

This paper cites An optimal design for universal multiport interferometers,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing An optimal design for universal multiport interferometers,

Reference 25

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raw_fallback, observed 2026-08-05T17:37:31.437005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation e208214d-44f3-4821-a2ec-d605e02e58bf · outbound

This paper cites The future of electronics based on memristive systems,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing The future of electronics based on memristive systems,

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:31.278597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:21.688346Z digest=sha256:1b323d00805f180c10595f833ee9ee2a44e921beb91d4e19b2282f504fc440c8

Observation 2c0444cc-25fe-4633-a8db-7f7734a5ac52 · outbound

This paper cites A phase-change memory model for neuromorphic computing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing A phase-change memory model for neuromorphic computing,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:31.125719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 5ea20a33-6ffc-4145-afb6-adc1b013502d · outbound

This paper cites Optical neural networks: progress and challenges,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Optical neural networks: progress and challenges,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:30.941026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 25315673-b632-43c8-85f3-12543c272d09 · outbound

This paper cites Programmable photonic circuits,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Programmable photonic circuits,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:30.675949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:21.948198Z digest=sha256:f6b032eb392c0fdacde5bb11cc977f36c9b0c221c64bd8d4712338f5f29ebe91

Observation 5d190837-1131-4498-8595-adb71338dcfd · outbound

This paper cites Photonic neural networks: Principles, progress, and prospects toward streaming processes,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Photonic neural networks: Principles, progress, and prospects toward streaming processes,

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:30.456993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.006985Z digest=sha256:1926b212f332ba5241edab399d33e35a356823d627d6fb88ba57b7754f5fbb38

Observation 042418fe-42d5-4798-9dad-59aaf5571290 · outbound

This paper cites Parallel convolutional processing using an integrated photonic tensor core,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Parallel convolutional processing using an integrated photonic tensor core,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-05T17:37:30.259351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.061255Z digest=sha256:51f766ce8367a9779767fae5d6fb97d5a24f858e42caf03bbbcf40005cf4ed4f

Observation 7ebd83c2-c516-4c0b-a0ba-bfde0c18808f · outbound

This paper cites An integrated large-scale photonic accelerator with ultralow latency,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing An integrated large-scale photonic accelerator with ultralow latency,

Reference 32

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unresolved
no resolver link, observed 2026-08-05T17:37:22.087907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:22.087907Z digest=sha256:bec694a16a90ac8199cfa88df20a6ef4d59f2a7013c199ac36772acfc98e653b

Observation 30c39559-4544-4aff-968d-dfa60e553fe9 · outbound

This paper cites Prospects of photonic computing for artificial intelligence,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Prospects of photonic computing for artificial intelligence,

Reference 33

Resolution
verified exact
doi, observed 2026-08-05T17:37:24.562956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.172579Z digest=sha256:f6030184d910172b4be7a5b522c67169a18e7aae5a640e1c8d83d9ebbb0db066

Observation 82204c20-8bd6-4839-b91d-5bc33eb32b45 · outbound

This paper cites Photonic neural networks based on integrated silicon microresonators.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Photonic neural networks based on integrated silicon microresonators

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-05T17:37:24.699147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.262565Z digest=sha256:589c0b01a05d5746d1e0619b84c6cb0ee9154958515cf52f7bd4a7d74c6ea447

Observation 7f122888-0a35-4261-ba93-0e55445f0009 · outbound

This paper cites Neuromorphic silicon neuron circuits,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Neuromorphic silicon neuron circuits,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:30.036792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.342555Z digest=sha256:6b62652092124fc6f2287187ac1fc2e7b39fa77e0f0244965c7b1b43abd03a6d

Observation cc989718-d961-4b17-b44c-cbd36f57df2d · outbound

This paper cites Neuromorphic computing at scale,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Neuromorphic computing at scale,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:29.815672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.460395Z digest=sha256:729a6a0fdaf124b97fae251f79d19d4e7d6caa10016b7fde214aad452e1be60a

Observation 94de0f4a-ed00-4041-896f-a974fdac7e27 · outbound

This paper cites Advancements in neuromorphic computing for bio-inspired artificial vision: A review,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Advancements in neuromorphic computing for bio-inspired artificial vision: A review,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:29.620546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.519544Z digest=sha256:be19d60f067a0075839dc5d301d7225badd47424267f054f468ce91e66208881

Observation b41bd573-e95f-4c58-a0ab-34963f22db6f · outbound

This paper cites Adaptive exponential integrate-and-fire model as an effective description of neuronal activity,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Adaptive exponential integrate-and-fire model as an effective description of neuronal activity,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:29.430793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.611986Z digest=sha256:99707d5e32ddd56940c893bd98030328216431a19a8bab3a94be752214fd56b0

Observation 5de9dd56-8e56-462c-bc09-6cf701752d76 · outbound

This paper cites Resonate-and-fire neurons,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Resonate-and-fire neurons,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:29.220349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.698596Z digest=sha256:e37a0bbede3adc0639f7df30c7e7218c8951a94f17c874f4f3a123b657502d33

Observation a1da97b7-b656-49f1-afbf-7a4083bf5ea8 · outbound

This paper cites Gerstner, W.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Gerstner, W

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:28.996380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.753787Z digest=sha256:a3d92031bd851f035f66b6aa85fa40aa90116624bfd1d207d94acb9a27a8e484

Observation fa1c83cc-8fbc-4ffe-9385-677a24abf3df · outbound

This paper cites The neurobench framework for benchmarking neuromorphic computing algorithms and systems,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing The neurobench framework for benchmarking neuromorphic computing algorithms and systems,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:28.796363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.832380Z digest=sha256:bad8b9742fc6e651467698727a6136ca40f49ea6fb59d7dc0409737f86651248

Observation 1a6a8ab5-f8c1-4b22-b935-b6a9329de9e8 · outbound

This paper cites Benchmarking neuromorphic hardware and its energy expenditure,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Benchmarking neuromorphic hardware and its energy expenditure,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T17:37:22.896287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:22.896287Z digest=sha256:5b7adf3feec850be0ac0c7947a6af8d0777abb93ec239912b137f0d7d4612949

Observation 8557fd56-c3d8-4482-838b-908a62f46678 · outbound

This paper cites Novel directions for neuromorphic machine intelligence guided by functional connectivity: A review,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Novel directions for neuromorphic machine intelligence guided by functional connectivity: A review,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:28.615241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:22.963808Z digest=sha256:44289c3baa1967558c01e197d4d0ade9ddfc0d7d5b6b439b639550030cb153ad

Observation 0459a7c6-73d1-4716-ba4d-8eae7eea4341 · outbound

This paper cites Surrogate gradient learning in spiking neural networks: Bringing the power of gradient-based optimization to spiking neural networks,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Surrogate gradient learning in spiking neural networks: Bringing the power of gradient-based optimization to spiking neural networks,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T17:37:23.028483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:23.028483Z digest=sha256:815a3f1c68da5fc9d100bc6dd4cd11f6ea8ba4093bbca53d84f7d48f8591cdba

Observation ed0ae482-b3ab-4dbc-9e65-02143a8c40b0 · outbound

This paper cites Neuromorphic intermediate representation: A unified instruction set for interoperable brain-inspired computing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Neuromorphic intermediate representation: A unified instruction set for interoperable brain-inspired computing,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:28.395678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.098616Z digest=sha256:f615afa21bdeb56811992b82db990974a5c6cc0ed98437c6df905d2657c78698

Observation 2ae5b752-2aec-4e60-b7d5-2978d7e6bed9 · outbound

This paper cites The SpiNNaker project,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing The SpiNNaker project,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T17:37:23.178439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:23.178439Z digest=sha256:27835d3c5c50c724528c2102ef1e3c3dc80a14f5a70d3ffa8455434c87c765fa

Observation 8fcd4215-8dc8-40db-834f-8d7be2663c53 · outbound

This paper cites SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T17:37:23.238914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:23.238914Z digest=sha256:38953fc091c26d80212ff077a34053e8200fddf7c321b98e2311507151ba7295

Observation 9621621a-42bc-400e-9b1f-601ca7757bcd · outbound

This paper cites Loihi 2: An asynchronous neuromorphic processor for programmable spiking neural networks,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Loihi 2: An asynchronous neuromorphic processor for programmable spiking neural networks,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:28.198322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.308782Z digest=sha256:3c7835f5c277127e6d207e16800e2fd1407081013ec0d2ffa0e2f1b30898b146

Observation 12eaf86c-f578-4011-ab95-908ccfbfcc96 · outbound

This paper cites The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:27.984650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.398444Z digest=sha256:baf9313d3bb6f84eabb722dd575ceda7e9df7ff9479381384739ca6b26516a6c

Observation 6a23a031-34e6-4c7c-acff-86efdacd1633 · outbound

This paper cites DYNAP-SE2: A scalable multi-core dynamic neuromorphic asynchronous spiking neural network processor,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing DYNAP-SE2: A scalable multi-core dynamic neuromorphic asynchronous spiking neural network processor,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:27.793014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.485949Z digest=sha256:41bd145b5aa11615f75f401045de93118a7a9e0306009540535e917f19dd9e2e

Observation 0eaecc58-8b27-491f-a64d-a2bbf50a2417 · outbound

This paper cites Event-based vision: A survey,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Event-based vision: A survey,

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T17:37:23.545271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:37:23.545271Z digest=sha256:a2205c6f4e9ac8d4b0cdc2b1ed277a4d80354639b4dfe7b2ea657542e634bcaf

Observation 671c1d2a-05ba-406e-bf53-5b623b0d6691 · outbound

This paper cites Roadmapping the next generation of silicon photonics,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Roadmapping the next generation of silicon photonics,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:27.601010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.605116Z digest=sha256:6e00bf2d2ce114fd312f4eb1c7f064d828b1516f1104ebb894e0506d0a673574

Observation 80c25fc8-f8c4-4fb8-a498-951c363a461d · outbound

This paper cites Once-for-all: Train one network and specialize it for efficient deployment,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Once-for-all: Train one network and specialize it for efficient deployment,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:27.416578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.657263Z digest=sha256:05fd85ed1799aa2c3e2d7933db7df6546a5db0200b89dc83f6fae39dca90b95d

Observation f13c21fb-5c0f-40c9-80fe-7bf792f8058c · outbound

This paper cites Hardware implementation of memristor-based artificial neural networks,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Hardware implementation of memristor-based artificial neural networks,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:27.186977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.743977Z digest=sha256:b3c0373d44f1c22d09c3336090882fac804711759b2234e759406316ce3f5a45

Observation 6d826f0e-2af9-4d6d-ba36-7018ef9214a0 · outbound

This paper cites A 64-core mixed-signal in-memory compute chip based on phase-change memory for deep neural network inference,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing A 64-core mixed-signal in-memory compute chip based on phase-change memory for deep neural network inference,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:26.905996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.831336Z digest=sha256:726f9b3edbb30394d721df3c898d1b52f41623437a5a66cce61fcd6e7c9aa664

Observation 18ea6a29-1fe2-438e-a2d9-d30d0b71b4eb · outbound

This paper cites An analog-AI chip for energy-efficient speech recognition and transcription,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing An analog-AI chip for energy-efficient speech recognition and transcription,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:26.619148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.920199Z digest=sha256:41f77349212ad055843dc8bbfdfd3cb4a59c475246076d27d87f16a6bf0a7fe2

Observation 4ffc5488-d85c-408c-be58-8b90f8044ff4 · outbound

This paper cites Fully row/column-parallel in-memory computing SRAM macro employing capacitor-based mixed-signal computation with 5-b inputs,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Fully row/column-parallel in-memory computing SRAM macro employing capacitor-based mixed-signal computation with 5-b inputs,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:26.283232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:23.977909Z digest=sha256:8141246fd2a07e28f11ef40d4ad214db52c1ca9d230522d42ce0ab33403c36ec

Observation a6712412-7863-4b44-b6b7-7d8c01e433d5 · outbound

This paper cites An evolution in power management with mythic’s analog matrix processor,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing An evolution in power management with mythic’s analog matrix processor,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:26.006472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:24.061138Z digest=sha256:199f69c2d86807b26ccc564d7ddde9484f026e063514e27b6c7e09dc9ec19b07

Observation 90139325-cfd2-4f19-8fc9-b0c86294aecc · outbound

This paper cites Innatera showcases neuromorphic processor for ambient intelligence at CES 2025,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Innatera showcases neuromorphic processor for ambient intelligence at CES 2025,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:25.752034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:24.142407Z digest=sha256:3c5b1cc6261f2da985e0a0413f454d38ab35f8e96bcc3ac320fb770aca3c0415

Observation eab6b7d8-7b36-449b-b0c3-98d7af63c4bd · outbound

This paper cites AnalogML technology,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing AnalogML technology,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:25.529782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:24.226595Z digest=sha256:5e865de4d3f579cb4c229c5f71a084c4f3ca1d2dada3a28f4914580b67284fe0

Observation 03e254af-858d-4b39-842a-4b528deb297f · outbound

This paper cites A complete no-brainer: ReRAM for neuromorphic computing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing A complete no-brainer: ReRAM for neuromorphic computing,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:25.372745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:24.293793Z digest=sha256:dc868ba0846a8689c75ea4a655621e9322e2b73c9bc8d6581ab8de56cc07bf8f

Observation 574d105b-e9a6-4c94-95e8-2ee29a9ca1b3 · outbound

This paper cites Hardware-aware training for large-scale and diverse deep learning inference workloads using in-memory computing-based accelerators,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Hardware-aware training for large-scale and diverse deep learning inference workloads using in-memory computing-based accelerators,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:25.278749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:24.356274Z digest=sha256:feef23898dcbef532b9e11de9c6b6f3126966a259df82e0bbb15d32d5af8413a

Observation 277da23c-e57e-4265-b6dd-a9868985dd7e · outbound

This paper cites Reaxion: A hardware evaluation framework for analog computing,.

Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing Reaxion: A hardware evaluation framework for analog computing,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:37:25.122868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T17:37:24.419785Z digest=sha256:b8cd116d27bcdd8918a0aee663ced1f418e5a4e7c7c3f6b10713ecc522d8ec77

Pith citing papers

No inbound Pith citation observations are available.