基本信息

任涛  男  硕导  中国科学院软件研究所
电子邮件: rentao22@iscas.ac.cn
通信地址:北京市海淀区中关村南四街4号
邮政编码:100190

研究方向

大模型、知识推理、智能计算、多模态理解

招生专业

083500-软件工程

工作经历

2022.10-至今    中科院软件所智能博弈重点实验室 副研究员

代表性论文

Many Minds, One Path: LLM-Augmented Consensus Decision for Distributed Control in Multi-Agent Collaborative Stable Scenarios. AAAI 2026, CCF A, 通讯作者

From Scene to Object: Enhancing Open-Vocabulary Object Detection via Foreground-Background Context Reasoning. AAAI 2026, CCF A, 通讯作者

DoKnowAD: Calibrating Normal Representations with Refined Domain Knowledge to Enhance Time Series Anomaly Detection. AAAI 2026, CCF A, 通讯作者

OntoGuard: Enforcing Action Admissibility for LLM Agents in Complex Interactive Environments. ACL (Findings) 2026, CCF A (Findings), 通讯作者

EdgeFormer: Latency-Aware Collaborative Multi-Head Attention of Transformer Inference in Edge Networks. ACL 2026, CCF A, 通讯作者

MM2SQL: A Benchmark and Method for Visually-Grounded SQL Generation. ICDE 2026, CCF A, 通讯作者

SemCache: Semantic-Aware Cache Sharing for Efficient Multi-User LoRA-Adapted LLM Inference at the Edge. INFOCOM 2026, CCF A, 第一作者

Benefit From Noise: Detecting Time-Series Anomaly by Distinguishing Prior and Posterior Noises. IEEE TKDE 2026, CCF A, 通讯作者

DiffLoader: Environment-Adaptive Computation Offloading via Generative Prompt-Conditional Planning. IEEE TMC 2026, CCF A, 通讯作者

SITOff: Enabling Size-Insensitive Task Offloading in D2D-Assisted Mobile Edge Computing. IEEE TMC 2025, CCF A, 通讯作者

Benefit from Seen: Enhancing Open-Vocabulary Object Detection by Bridging Visual and Textual Co-Occurrence Knowledge. ICCV 2025, CCF A, 通讯作者

ExplabOff: Towards Explorative and Collaborative Task Offloading via Mutual Information-Enhanced MARL. INFOCOM 2025, CCF A, 第一作者

Closing the Feedback Loop in Text2Vis: Refining Visualization with Vision-Language Models. ACM MM 2025, CCF A, 通讯作者

Achieving Fast Environment Adaptation of DRL-Based Computation Offloading in Mobile Edge Computing. IEEE TMC 2024, CCF A, 通讯作者

M3OFF: Module-Compositional Model-Free Computation Offloading in Multi-Environment MEC. INFOCOM 2024, CCF A, 第一作者

Enabling Communication-Efficient Federated Learning via Distributed Compressed Sensing. INFOCOM 2023, CCF A, 通讯作者

FEAT: Towards Fast Environment-Adaptive Task Offloading and Power Allocation in MEC. INFOCOM 2023, CCF A, 第一作者

An Efficient Online Computation Offloading Approach for Large-Scale Mobile Edge Computing via Deep Reinforcement Learning. IEEE TSC 2022, CCF A, 通讯作者