NEWS


Research Highlights
1. Simon's Congruence Pattern Matching & Mining: We design efficient algorithms for pattern matching and mining under Simon's congruence and improve subsequence-based pattern discovery.
  • Pattern Mining under Simon's Congruence [DLT'25]
  • Simon's Congruence Pattern Matching [TCS'24]
  • On Simon's Congruence Closure of a String [TCS'23]

    • 2. LLM Watermarking: We develop robust watermarking techniques for LLMs and AI-generated codes focusing on provenance, quality preservation, linguistic awareness and resistance to attacks.
  • Sequential Behavioral Watermarking for LLM Agents [NeurIPS'26] 요약
  • Linguistics-Aware Non-Distortionary LLM Watermarking [EMNLP'26] [요약]
  • A Linguistics-Aware LLM Watermarking via Syntactic Predictability [ACL'26] [요약]
  • WaterMod: Modular Token-Rank Partitioning for Probability-Balanced LLM Watermarking [AAAI'26][요약]
  • DITTO: A Spoofing Attack Framework on Watermarked LLMs [EACL'26] [요약]

    • 3. LLM Control and Safe AI: We study controllable, reliable and safe language models, and develop methods that understand and control model behavior.
  • Cross-Family Universality of Behavioral Axes via Anchor-Projected Representations [NeurIPS'26] 요약
  • Steering Language Models Before They Speak: Logit-Level Interventions [EMNLP'26] [요약]
  • RV-HATE: Reinforced Multi-Module Voting for Implicit Hate Speech Detection [ACL'26] [요약]
  • Adaptive Steering and Remasking for Safe Generation in Diffusion Language Models [arXiv'26] [요약]


    • Recent Preprints
  • arXiv'26 / CT-Miner: Fast and Coarse-Grained Time-Series Pattern Mining via Cartesian Trees / GitHub / 요약
  • arXiv'26 / Grammar-Guided Code Watermarking with Green Temperature / GitHub / 요약
  • arXiv'26 / SEW: Style-Encoded Watermarking of LLM-Generated Code / GitHub / 요약
  • arXiv'26 / SLICE: Specification-Level Isolation of Contract Enforcement / GitHub / 요약
  • arXiv'26 / One Adapter Pair per Model: A Universal Activation Interface for Language Models / GitHub / 요약
  • arXiv'26 / EPIC: Efficient and Parallel Inference under CFG Constraints for Diffusion Language Models / GitHub / 요약
  • arXiv'26 / CRaFT: Circuit-Guided Refusal Feature Selection via Cross-Layer Transcoders / GitHub / 요약
  • arXiv'26 / DLM-SWAI: Steering Diffusion Language Models Before They Unmask / GitHub / 요약
  • arXiv'26 / KOTOX: A Korean Toxic Dataset for Deobfuscation and Detoxification / GitHub / 요약
  • arXiv'26 / STAB: Specification-driven Testing for Algorithmic Bottlenecks / GitHub / 요약
  • arXiv'26 / Adaptive Steering and Remasking for Safe Generation in Diffusion Language Models / GitHub / 요약
  • arXiv'26 / NCO: A Versatile Plug-in for Handling Negative Constraints in Decoding / GitHub / 요약
  • arXiv'26 / How Does the Thinking Step Influence Model Safety? An Entropy-based Safety Reminder for LRMs / GitHub / 요약
  • arXiv'25 / RegexPSPACE: A Benchmark for Evaluating LLM Reasoning on PSPACE-Complete Regex Problems / GitHub / summary / 요약


    Contact Information
    School of Computing, Yonsei University
    50 Yonsei-Ro, Seodaemun-Gu, Seoul 03722, Republic of Korea
    Email: emmous [at] yonsei [dot] ac [dot] kr

    Last updated 2026/8/25