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Efficient inference — research landscape

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5 research records with publication and publisher charts. Metadata analysis, not executable algorithms. One stored edition, one winner.

What you receive

5 records in a downloadable JSON packet, with descriptive analysis, source links, licensing notes, and a payment receipt.

Shortlist quantization, caching, and decoding research for an inference evaluation.

One saved edition · no subscription · public sources remain nonexclusive
Opening bid$25
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ClosedSep 16, 3:54 PM UTC
5 source records Frozen snapshot $5 increment
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Coverage in this packet

Descriptive counts of the providers actually present in this packet, publication dates and title terms. Collection freshness does not imply a new publication. Social/news inputs contribute aggregate context only; this is not sentiment truth, investment advice, or a quality ranking.

5 research records0 context signals1 source families
arxiv5
decoding 2accelerators 1across 1alignment 1automotive 1bonus 1breaks 1collaborative 1
2026-095
01
Is INT8 Portable? A Cross-Platform Measurement Study of Quantized Inference on Embedded and Automotive AcceleratorsarXiv · retrieved Sep 16, 2:43 PM UTC
02
Where Post-Training Quantization Breaks Text Embedders: A Measured Map Across Four Embedder FamiliesarXiv · retrieved Sep 16, 2:43 PM UTC
03
Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language ModelsarXiv · retrieved Sep 16, 2:43 PM UTC
04
LoopSpec: Pipelined Self-Speculative Decoding for Looped TransformersarXiv · retrieved Sep 16, 2:43 PM UTC
05
ECHO: Early-layer Collaborative Hierarchical Orchestration with Bonus Logits in Speculative DecodingarXiv · retrieved Sep 16, 2:43 PM UTC

One buyer receives this analysis edition. Source metadata remains public and nonexclusive. No paper text, algorithm implementation or patent rights included.

Questions for your evaluation
  • Does the reported hardware and model match your deployment?
  • What accuracy, latency, and memory trade-offs need reproducing?
  • Is implementation code available with usable licensing?

A research shortlist and descriptive analysis. Scientific claims and performance have not been independently reproduced. Public source material remains nonexclusive.

Included fields: title, sourceUrl, retrievedAt, published, publisher, abstract, authors, tags, verification, rights.

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