Publications
We primarily aim to publish our work in top-tier venues in the computer science field, such as:
- AI and ML: NeurIPS, ICML, ICLR, CVPR, ACL, EMNLP, etc.
- Mobile, Ubiquitous, and Edge Systems: MobiCom, MobiSys, SenSys, UbiComp, etc.
Top conf.Top-tier CS conferences (CSRankings, KIISE (2024) S Tiers, BK21 (2018)). *: Co-primary authors; †: Co-corresponding authors
Preprints & Under Review
- Topic: System for On-Device AI Agent AccelerationUnder review at Top conf.
- Premover: Fast Vision-Language-Action Control by Acting Before Instructions Are Complete
- Topic: Efficient Mobile AI AgentUnder review at Top conf.
- Topic: Robustness for Industrial ApplicationsUnder review at Top conf.
- Topic: Efficient Test-Time Adaptation of VLMsUnder review at Top conf.
- Topic: Robustness Against Domain ShiftUnder review at Top conf.
- An AI-Native Runtime for Multi-wearable Environments
Conferences & Journals
- CoDA: Frequency-Asymmetric Co-Design for Adaptive Quantized Edge CNNsTop conf.SenSys 2027
- ACE: Adapter Consolidation across Experts for Parameter-Efficient Fine-Tuning of MoE LLMsTop conf.EMNLP 2026 Main
- Rethinking Test-Time Adaptation for Streaming Person Re-IdentificationBMVC 2026
- From Volume to Value: Preference-Aligned Memory Construction for On-Device RAGTop conf.ICML 2026
- ExPerT: Personalizing LLM Responses to Users' Domain Expertise via Query-Wise Semantic and Keystroke Behavioral CuesTop conf.ACL 2026 Main🏆 SAC Highlight Award (top 2%, 255 / 12,148) · 🏆 Oral Presentation (top 4%, 486 / 12,148)
- SNAP: Low-Latency Test-Time Adaptation with Sparse UpdatesTop conf.NeurIPS 2025
- Position: AI Should Sense Better, Not Just Scale Bigger: Adaptive Sensing as a Paradigm ShiftTop conf.NeurIPS 2025
- Test-Time Adaptation with Binary FeedbackTop conf.ICML 2025
- Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on WearablesSCIIEEE Transactions on Mobile Computing (TMC) 2025 (JCR '23 IF < 5%)
- From Vision to Motion: Translating Large-Scale Knowledge for Data-Scarce IMU ApplicationsSCIIEEE Transactions on Mobile Computing (TMC) 2025 (JCR '23 IF < 5%)
- Adaptive Camera Sensor for Vision ModelsTop conf.ICLR 2025
- SelfReplay: Adapting Self-Supervised Sensory Models via Adaptive Meta-Task ReplayTop conf.SenSys 2025
- DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI AcceleratorsTop conf.NeurIPS 2024
- By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual PromptingTop conf.EMNLP 2024 Main🏆 Qualcomm Innovation Fellowship Winner
- AETTA: Label-Free Accuracy Estimation for Test-Time AdaptationTop conf.CVPR 2024
- MIRROR: Towards Generalizable On-Device Video Virtual Try-On for Mobile ShoppingTop conf.UbiComp (IMWUT) 2024
- SoTTA: Robust Test-Time Adaptation on Noisy Data StreamsTop conf.NeurIPS 2023
- DAPPER: Label-Free Performance Estimation after Personalization for Heterogeneous Mobile SensingTop conf.UbiComp (IMWUT) 2023
- LanSER: Language-Model Supported Speech Emotion RecognitionINTERSPEECH 2023🏆 Oral Presentation
- Tailoring Interactions: Exploring the Opportune Moment for Remote Computer-mediated Interactions with Home-alone DogsCHI EA 2023
- NOTE: Robust Continual Test-time Adaptation Against Temporal CorrelationTop conf.NeurIPS 2022🏆 Qualcomm Innovation Fellowship Finalist
- MyDJ: Sensing Food Intakes with an Attachable on Your Eyeglass FrameTop conf.CHI 2022🏆 Honorable Mention
- Adapting to Unknown Conditions in Learning-based Mobile SensingSCIIEEE Transactions on Mobile Computing (TMC) 2022 (JCR '22 IF < 7%)
- Messaging Beyond Texts with Real-time Image SuggestionsMobileHCI 2020
- No More One Liners: Bringing Context into Emoji RecommendationsACM Transactions on Social Computing (TSC) 2020
- AudiDoS: Real-Time Denial-of-Service Adversarial Attacks on Deep Audio ModelsICMLA 2019🏆 Oral Presentation
- MetaSense: Few-Shot Adaptation to Untrained Conditions in Deep Mobile SensingTop conf.SenSys 2019
- Knocker: Vibroacoustic-based Object Recognition with SmartphonesTop conf.UbiComp (IMWUT) 2019
- Use MU-MIMO at Your Own Risk – Why We Don't Get Gb/s Wi-Fi(SCIE) Ad Hoc Networks 2019
- Identifying Everyday Objects with a Smartphone KnockCHI EA 2018
- Enjoy the Silence: Noise Control with SmartphonesICCCN 2017
Workshops, Posters, Demos, and Videos
- EPnG: Adaptive Expert Prune-and-Grow for Parameter-Efficient MoE Fine-tuningEIFCOM 2026 (co-located with MobiSys '26)🏆 Best Paper Award
- TinyMem: Boosting Multi-DNN Inference on Tiny AI Accelerators with Weight Memory VirtualizationHotMobile 2025
- Energy Characterization of Tiny AI Accelerator-Equipped MicrocontrollersHumanSys 2024 (co-located with SenSys '24)🏆 Best Paper Award
- Time-Efficient Sparse and Lightweight Adaptation for Real-Time Mobile ApplicationsMobiSys 2024
- Real-Time Object Identification with a Smartphone KnockMobiSys 2019🏆 Best Video Award
- Towards Condition-Independent Deep Mobile SensingMobiSys 2019
- Dissecting 802.11ac Performance – Why We Should Turn Off MU-MIMOMobiSys 2019
- Bringing Context into Emoji RecommendationsMobiSys 2019