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Publications(7)

• On the Importance of a Multi-Scale Calibration for Quantization

  AuthorIngyu Seong, Hyemi Jang, Yongkweon Jeon

  PublishedIEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

  Date2026-05-04

• LittleBit: Ultra-Low Bit Quantization via Latent Factorization

  AuthorBanseok Lee, Dongkyu Kim, Youngcheon You, Youngmin Kim

  PublishedNeural Information Processing Systems (NeurIPS)

  Date2025-12-02

• Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference

  AuthorRui Li, Stylianos I. Venieris

  PublishedConference on Empirical Methods in Natural Language Processing (EMNLP)

  Date2025-11-05

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News(5)

• [Blog] LANTERN: Language Model Assessmenton Noisy and Transformed Tasks for Understanding Error and Robustness Nuances

  Large Language Models (LLMs) such as GPT‑3, LLaMA, and ChatGPT have made significant strides in natural language generation, reasoning, and instruction following. These advancements have been fuelled by scaling laws, massive pretraining, and alignment techniques such as supervised fine‑tuning and preference optimization.

• [Blog] SWAM: Revisiting Swap and OOMK for Improving Application Responsiveness on Mobile Device

  Existing memory reclamation policies on mobile devices may be no longer valid because they have negative effects on the response time of running applications. In this paper, we propose SWAM, a new integrated memory management technique that complements the shortcomings of both the swapping and killing mechanism on mobile devices and improves the application responsiveness.

• SRPOL Vision 2025 Proclamation Ceremony

  On the 23rd of June, 2022 SRPOL Management hosted a special event: SRPOL Vision 2025 Proclamation Ceremony. During the event SRPOL Management officially shared our new Vision & Mission for the upcoming future.

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