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Paper Citation Record · LEDGER

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens

As of 21 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2508.16982.

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

pith.paper-citation-record.v1
2508.16982 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:14:34.253315Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T13:30:02.923661Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T11:01:30.844984Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact1
  • verified fuzzy29
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b10392f-274c-474f-82b0-05b86240ca46 · outbound

This paper cites A Hardware/Software Co-Design Vision for Deep Learning at the Edge.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens A Hardware/Software Co-Design Vision for Deep Learning at the Edge

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.636618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:33.959159Z digest=sha256:901439e0aa16a119efdb09e256284c86f78c173516fa064a1ee66c3be5aab89b

Observation f5e0deb3-2b80-4202-aeec-b63868b39bb5 · outbound

This paper cites HEEPocrates: An ultra-low-power RISC- V microcontroller for edge-computing healthcare applications.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens HEEPocrates: An ultra-low-power RISC- V microcontroller for edge-computing healthcare applications

Reference 2

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raw_fallback, observed 2026-08-15T17:14:35.607203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:33.972506Z digest=sha256:e402153051f9d81fdbdf2c84593fe43eb34701bb747c51bed61b039d95a79b54

Observation 5ae6d292-c246-4b8f-8bec-14c5c062423a · outbound

This paper cites ASIP design for motion estimation in video com- pression algorithms.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens ASIP design for motion estimation in video com- pression algorithms

Reference 3

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raw_fallback, observed 2026-08-15T17:14:35.573059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:33.981262Z digest=sha256:f42ba8fd59770f7574650454b942543c2208cfdeb7e09f14ee1ea1db2fc3208e

Observation 51ce19b8-21a4-482e-bb40-532d4148ceb0 · outbound

This paper cites e-GPU: An Open-Source and Configurable RISC-V Graphic Processing Unit for TinyAI Applications.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens e-GPU: An Open-Source and Configurable RISC-V Graphic Processing Unit for TinyAI Applications

Reference 4

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no resolver link, observed 2026-08-15T17:14:33.990590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:14:33.990590Z digest=sha256:4ab8ab919f184dd88a2a7924c4c3d30c40056715ee5020eb694003faaba00e24

Observation a804397a-6dc3-44df-9bac-d74811fc423e · outbound

This paper cites MEDEA: A Design-Time Multi-Objective Manager for Energy-Efficient DNN Inference on Heterogeneous Ultra-Low Power Platforms.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens MEDEA: A Design-Time Multi-Objective Manager for Energy-Efficient DNN Inference on Heterogeneous Ultra-Low Power Platforms

Reference 5

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unresolved
no resolver link, observed 2026-08-15T17:14:34.004214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:14:34.004214Z digest=sha256:7cf4dcfcc3488f6e9e0581b2946dd835b842c6e1c0d64459839dbb17c0e3ad06

Observation ebfa3493-6596-4977-98f4-e87ed03fb385 · outbound

This paper cites Modular Design and Optimization of Biomedical Applications for Ultralow Power Heterogeneous Plat- forms.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Modular Design and Optimization of Biomedical Applications for Ultralow Power Heterogeneous Plat- forms

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.546271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.013682Z digest=sha256:1f9cd359d05cfc561cea51a635cc0ad8856124bf61906af418ff8424e947c482

Observation 09e7d245-831f-4b0e-9ed8-a734245d30d0 · outbound

This paper cites ACE: Automated Optimization Towards Iterative Classification in Edge Health Monitors.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens ACE: Automated Optimization Towards Iterative Classification in Edge Health Monitors

Reference 7

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raw_fallback, observed 2026-08-15T17:14:35.512025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.020669Z digest=sha256:0981bd0e3d8565e10c763b110ffe7d0282c64595d0a57ac7fab7d605b3e94167

Observation cca3919b-43e7-4e75-b5e2-90006eb33f4a · outbound

This paper cites Energy-Efficient Frequency Selection Method for Bio-Signal Acquisition in AI/ML Wearables.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Energy-Efficient Frequency Selection Method for Bio-Signal Acquisition in AI/ML Wearables

Reference 8

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raw_fallback, observed 2026-08-15T17:14:35.489993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.026790Z digest=sha256:ea4ecd651030dcaa6de3f667dcd52e12aaa1f04000cb4ce5719c07922d79dfd5

Observation 29634fb8-b6ff-4010-937b-4abb7250422e · outbound

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

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Mr. Wolf: An energy-precision scalable parallel ultra low power SoC for IoT edge processing

Reference 9

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raw_fallback, observed 2026-08-15T17:14:35.464200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.036207Z digest=sha256:5ce532c12c43bb67733dc0f6ccf568d66e5a253cd33217eb89cbc02ec502fb26

Observation d93c2df4-8529-4708-93ce-dfa9e9f72c8e · outbound

This paper cites OpenTitan.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens OpenTitan

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.042158Z digest=sha256:a1e5f503fa1005b342c90d6ce2b4ed08143ec51e75c4a399d41dee64450c57ae

Observation 307d31cf-8f21-4e8c-b29e-76d0d9c55355 · outbound

This paper cites The gem5 simulator.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens The gem5 simulator

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.403912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.055762Z digest=sha256:9014025621b13f8b5fc81b9836a2705f3b30e82a06634789cdb7eedd9addfa9a

Observation 7e365ace-d925-48fb-b221-c3e7e72258f8 · outbound

This paper cites X-HEEP: An Open-Source, Configurable and Extendible RISC-V Microcontroller for the Exploration of Ultra-Low-Power Edge Accelerators.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens X-HEEP: An Open-Source, Configurable and Extendible RISC-V Microcontroller for the Exploration of Ultra-Low-Power Edge Accelerators

Reference 12

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local_arxiv, observed 2026-08-15T17:14:34.522122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.060811Z digest=sha256:821744ac48fff9d40e1832ec0c9f46a2c43a530f84ea2709d273a5c7760c4f18

Observation a6507f9b-7a0e-4c78-becd-db2e54cb91cf · outbound

This paper cites Microscope on Memory: MPSoC-Enabled Computer Memory System Assess- ments.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Microscope on Memory: MPSoC-Enabled Computer Memory System Assess- ments

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.380319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.066523Z digest=sha256:40e11bb914b070e394aac903e6a2c622b673af5e1e7d5febcb1624224fd3f2f5

Observation f25ff402-0c3f-4833-9fe9-3196124f5ae9 · outbound

This paper cites An FPGA-based Hybrid Memory Emulation System.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens An FPGA-based Hybrid Memory Emulation System

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.357170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.073109Z digest=sha256:5e2838b4176e6e105d9fc9e157dabb805b083a6a8f267d5846123be3608440d1

Observation 07e9e13c-e8fd-4a5f-ad13-e0855c3bd7a5 · outbound

This paper cites FAME: A Fast and Accurate Memory Emulator for New Memory System Architecture Exploration.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens FAME: A Fast and Accurate Memory Emulator for New Memory System Architecture Exploration

Reference 15

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raw_fallback, observed 2026-08-15T17:14:35.331004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.080548Z digest=sha256:f34a4e3163bc2979c59bbe46f3757a4992c1babe907459d32491f1128ba11caa

Observation 87ee56dd-e56b-4559-8ebb-c17ebfb83707 · outbound

This paper cites Performance Impact of Emerging Memory Technologies on Big Data Applications: A Latency-Programmable System Emulation Approach.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Performance Impact of Emerging Memory Technologies on Big Data Applications: A Latency-Programmable System Emulation Approach

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.297493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.088702Z digest=sha256:5f0dc83a9f5d337543edd7e62bc256151af2c69c6f8e29782533c3cf74d0111c

Observation 0ae3b673-55d1-4262-b3ea-9fa62f88c9a0 · outbound

This paper cites An FPGA-based Emulation Platform for Edge Computing Node Design Exploration.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens An FPGA-based Emulation Platform for Edge Computing Node Design Exploration

Reference 17

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raw_fallback, observed 2026-08-15T17:14:35.273779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.097165Z digest=sha256:f21669ca7411a3d2a05b152ab4566727eeb1f6f9d827e8467e6183a3baa8c317

Observation 8f31b4b5-928c-4ec8-9192-f69c1d3603ea · outbound

This paper cites Active Cache Emulator.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Active Cache Emulator

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:35.251185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.110975Z digest=sha256:ce282df07ea3b706f0a03fe1cc2fe9adf6c0c969566739a05782e1e072b2ca14

Observation 79814b69-7039-49f5-858c-87cc73a1e218 · outbound

This paper cites A Complete Multi-Processor System-on- Chip FPGA-Based Emulation Framework.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens A Complete Multi-Processor System-on- Chip FPGA-Based Emulation Framework

Reference 19

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raw_fallback, observed 2026-08-15T17:14:35.216825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.121476Z digest=sha256:899889892a9679f983a56dc5ddaaa385fd287ddc9da3cbf6d19ae40d53d4c052

Observation 27cb08d3-0a65-4954-9b3b-6c6d927e7bbe · outbound

This paper cites A fast HW/SW FPGA-based thermal emula- tion framework for multi-processor system-on-chip.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens A fast HW/SW FPGA-based thermal emula- tion framework for multi-processor system-on-chip

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.132688Z digest=sha256:f8143ac896de7a975aff8130a61ff9b02c7724d5c11fcb50133377cdc01b1449

Observation 0c13819a-5671-4576-8bfa-9426e7829980 · outbound

This paper cites A hardware framework for on-chip FPGA acceleration.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens A hardware framework for on-chip FPGA acceleration

Reference 21

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raw_fallback, observed 2026-08-15T17:14:35.156915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.142253Z digest=sha256:b5cc0f83a5a70b295467252b1695977c6da81cc2909e784940f468b1b57ccf44

Observation bb2a0469-b659-4a19-9d1d-04bb229c352a · outbound

This paper cites HERO: an open-source research platform for HW/SW exploration of heterogeneous manycore systems.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens HERO: an open-source research platform for HW/SW exploration of heterogeneous manycore systems

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.966197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.150643Z digest=sha256:1f95b49d8235f64100fd6ee9f40acb5a9afe49ea75d262cd8bdf982c8477f9e1

Observation 0c598035-42f3-4f2f-a521-b14457a5d296 · outbound

This paper cites A RISC-V-based FPGA Overlay to Sim- plify Embedded Accelerator Deployment.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens A RISC-V-based FPGA Overlay to Sim- plify Embedded Accelerator Deployment

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.939401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.163901Z digest=sha256:9e9a904b9a11ff2f733d603eb4d936c25ec3875d6187190bc842939a0532ea82

Observation 993c3307-43f1-4ca5-a6d6-88ac9c72a14a · outbound

This paper cites Rapid energy estimation of compu- tations on FPGA based soft processors.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Rapid energy estimation of compu- tations on FPGA based soft processors

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.913271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.170989Z digest=sha256:de3db9aed13a92016af15dbdfef827161ded55c269cb66365d53ac9b359c7bcf

Observation 78c4e552-cb65-4eaa-a317-1c3aa5449639 · outbound

This paper cites FPGA-based data acquisition system.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens FPGA-based data acquisition system

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.891955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.184377Z digest=sha256:399016b0198a54f822270c3ed32745455d09524a7c15a5c060eab82919ac1c23

Observation 627961e1-26ce-49cf-a51b-26c28e7098dc · outbound

This paper cites X-HEEP: An Open-Source, Config- urable and Extendible RISC-V Microcontroller.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens X-HEEP: An Open-Source, Config- urable and Extendible RISC-V Microcontroller

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.867418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.191869Z digest=sha256:d804dd1ca72529abc3e39747a49ec97a250ca46961e53cdb2339db6140ae186b

Observation c3eb7edb-5217-4ce1-b8f4-3e5e19cdc64d · outbound

This paper cites VersaSens: An Extendable Mul- timodal Platform for Next-Generation Edge-AI Wearables.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens VersaSens: An Extendable Mul- timodal Platform for Next-Generation Edge-AI Wearables

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.846747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.199114Z digest=sha256:5754bc5c37bec98096722fd67734bc9e444f806ac03af1c4cd1b0381db97a02f

Observation 4fb4e4e8-242f-4381-87df-22a192387610 · outbound

This paper cites Performance evaluation of acceleration of convolutional layers on OpenEdgeCGRA.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens Performance evaluation of acceleration of convolutional layers on OpenEdgeCGRA

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.822572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.204977Z digest=sha256:1ee7458fbfcdded18c6d9c1213631c89553b81a7656527f38f48acab290ce744

Observation 648e3236-8a47-41b2-a7b6-e96a69025190 · outbound

This paper cites VWR2A: a very-wide-register reconfigurable-array architecture for low-power embedded devices.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens VWR2A: a very-wide-register reconfigurable-array architecture for low-power embedded devices

Reference 29

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T17:14:34.461819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.218317Z digest=sha256:e743b539e1d93e990239a32043d6872b44abd8a98a694e1202d353b8f4ada396

Observation 3481b92e-c5fe-4773-b5b1-bd12a7be2932 · outbound

This paper cites X-HEEP: An Open-Source, Configurable and Extendible RISC-V Platform for TinyAI Applications.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens X-HEEP: An Open-Source, Configurable and Extendible RISC-V Platform for TinyAI Applications

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.791123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.224377Z digest=sha256:94c284c94f25ccec1e2edcdd493fd7130460359fb69aa3a8096de230ebce964d

Observation 722962b5-94b2-4e6b-8a61-4bfb09daec45 · outbound

This paper cites An Open-Hardware Coarse-Grained Reconfigurable Array for Edge Computing.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens An Open-Hardware Coarse-Grained Reconfigurable Array for Edge Computing

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.765897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.230787Z digest=sha256:d268e01f478f64da62881134fc2504db2c60e7b87d656f86c444794c8f56c945

Observation 35c4e1b4-c6de-4598-9b30-b5f382c0c348 · outbound

This paper cites A flexible framework for early power and timing comparison of time-multiplexed CGRA kernel executions.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens A flexible framework for early power and timing comparison of time-multiplexed CGRA kernel executions

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.741738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.238879Z digest=sha256:fe4c3fcc24197a1bc93610b22860dac06b8ad0a21ccb56a2daf86465cd7c37a4

Observation 58f13ccf-925c-484b-8d75-924982213401 · outbound

This paper cites X-HEEP Application: Wood Moisture Classifica- tion Using DNNs.

Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens X-HEEP Application: Wood Moisture Classifica- tion Using DNNs

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:14:34.709595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:14:34.253315Z digest=sha256:570bcdf05a264f63712ee18dd6ba6a48e5f71e90cf7750d7b5e0510c7ee76b80

Pith citing papers

Observation eb6ecd4f-8933-4f8f-9666-4d6f21d26142 · inbound

Brainrot: Deskilling and Addiction are Overlooked AI Risks cites this paper.

Brainrot: Deskilling and Addiction are Overlooked AI Risks Decoding Alignment: A Critical Survey of LLM Development Initiatives through Value-setting and Data-centric Lens

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-12T11:01:30.846666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-07T13:30:02.923661Z digest=sha256:a481882cd9b8d3ec43009f91bad2007cbd43155f1b17ce64c08beaf610d5f521