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20232026
most citedLLM-KT: Aligning Large Language Models with Knowledge Tracing using a Plug-and-Play Instruction

2 citations · 10 across the 45 of their papers we have counts for

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cs.LG2026

BudgetDraft: Acceptance-Aware Multi-View Training for Sparse-KV Speculative Decoding

Liang He, Jingbo Wen, Qishi Zhan +4

Speculative decoding speeds up autoregressive decoding by using a drafter to propose multiple tokens that a verifier validates in parallel. In resource-constrained deployments, the…

cs.LG2025★ 1 cited

Protein-SE(3): Benchmarking SE(3)-based Generative Models for Protein Structure Design

Lang Yu, Zhangyang Gao, Cheng Tan +3

SE(3)-based generative models have shown great promise in protein geometry modeling and effective structure design. However, the field currently lacks a modularized benchmark to en…

cs.LG2025

Task-Core Memory Management and Consolidation for Long-term Continual Learning

Tianyu Huai, Jie Zhou, Yuxuan Cai +5

In this paper, we focus on a long-term continual learning (CL) task, where a model learns sequentially from a stream of vast tasks over time, acquiring new knowledge while retainin…

cs.LG2025

Reinforced Interactive Continual Learning via Real-time Noisy Human Feedback

Yutao Yang, Jie Zhou, Junsong Li +5

This paper introduces an interactive continual learning paradigm where AI models dynamically learn new skills from real-time human feedback while retaining prior knowledge. This pa…

cs.LG2024

A Regularization-based Transfer Learning Method for Information Extraction via Instructed Graph Decoder

Kedi Chen, Jie Zhou, Qin Chen +2

Information extraction (IE) aims to extract complex structured information from the text. Numerous datasets have been constructed for various IE tasks, leading to time-consuming an…