COPC reframes GUI grounding from single-shot coordinate regression to a Propose-then-Critic paradigm with maturity-aware co-evolutionary RL, unlocking latent Pass@k potential through visual discrimination rather than geometric clustering. Accepted to ACL 2026.
RetentiveKV reformulates KV cache eviction from discrete context truncation to continuous memory evolution using entropy-driven State Space Models, achieving 5× KV cache compression and 1.5× decoding acceleration on multimodal benchmarks. Accepted to ACL 2026 Findings.
We present UnicEdit-10M, a 10M-scale dataset of high-quality editing triplets, UnicBench, a comprehensive benchmark that goes beyond basic edits to assess spatial and knowledge-driven reasoning, and Qwen-Verify, a 7B dual-task expert model for scalable data quality control.
ThinkRec reframes LLM-based recommendation as a reasoning problem rather than pure pattern matching, letting the model explicitly reason about user preferences to improve both recommendation quality and user trust. Accepted to The Web Conference (WWW) 2026.
Graph2Eval turns heterogeneous documents and web pages into a knowledge-graph task space, enabling scalable, controllable, and semantically grounded evaluation for RAG and web agents. Accepted to CVPR 2026.
EcoAgent splits a mobile agent across device and cloud, closes the loop with on-device verification, and uses a Pre-Understanding Module to compress screenshots into text — matching cloud-only baselines on AndroidWorld while cutting MLLM tokens by 96% and per-step latency from 15.3s to 3.9s. Accepted to AAAI 2026.
CHORD customizes a hybrid-precision on-device recommendation model for each instance, achieving personalized, resource-adaptive deployment in a single forward pass. Accepted to ACM MM 2025.