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Record W4400466529 · doi:10.1021/acsaenm.4c00293

Asymmetric-Resistive-Switching Device with Reconfigurable Synaptic Functions for Logic-In-Memory

2024· article· en· W4400466529 on OpenAlex
Baizhou Zhang, Tao Guo, Yongzan Zhou, Siyan Lu, Zuolong Chen, Y. Zhou, Yimin A. Wu

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueACS Applied Engineering Materials · 2024
Typearticle
Languageen
FieldEngineering
TopicAdvanced Memory and Neural Computing
Canadian institutionsUniversity of Waterloo
FundersNatural Sciences and Engineering Research Council of CanadaUniversity of Waterloo
KeywordsComputer scienceMaterials science

Abstract

fetched live from OpenAlex

Memristors are considered a very important component to build artificial neural networks and realize logic-in-memory computing that could revolutionize current von Neumann computing architectures. With a significant resistance switching behavior, memristor has ability of simulating neuromorphic computing in human brain. However, the development of memristor is restricted by reliability, manufacturing consistency, and fundamental mechanisms. To conquer these problems, a long-term stable device, the high-quality deposition method, and the investigation on the mechanism are required. In this work, a memristor with an asymmetric-resistive-switching (ARS) behavior was fabricated via the sputtering method, which is based on the structure of Mo/ZnO/In-doped Tin Oxide (ITO). It presented a unique voltage-controlled resistance switching behavior with multistate, which has long-term endurance and low volatility. It demonstrates long-term potentiation and depression characteristics. The mechanism of the unique ARS behavior was discussed. The ARS behavior could realize coupled AND and OR logic-in-memory operation. This device provides a promising application in the complex integrated circuits and artificial intelligence.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.334
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.218
Teacher spread0.205 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it