RESEARCH

What we work on.

Evaluation, data, and training — connected to trace the path toward more capable agents.

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Papers

Main figure — SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection

SimRPD: Optimizing Recruitment Proactive Dialogue Agents through Simulator-Based Data Evaluation and Selection

OralACL 2026 IndustryDialogue AgentsSynthetic Data
Main figure — Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning

Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning

CVPR 2026Video ReasoningReinforcement Learning
Main figure — Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning

Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning

ACL 2026Vision-LanguageReinforcement Learning
Main figure — STAFDD: A Spatio-Temporal Automatic Fish Disease Detection Method

STAFDD: A Spatio-Temporal Automatic Fish Disease Detection Method

Aquaculture and Fisheries 2026Computer VisionAquaculture
Main figure — CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos

CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos

arXiv 2025BenchmarkVideo Reasoning
Main figure — FishCaduceus: A DNA Language Model for Cyprinid Genomics at Single-Nucleotide Resolution

FishCaduceus: A DNA Language Model for Cyprinid Genomics at Single-Nucleotide Resolution

ManuscriptGenomicsFoundation Models
Main figure — FishNALM: A Foundation DNA Language Model for Fish Genomes

FishNALM: A Foundation DNA Language Model for Fish Genomes

ManuscriptGenomicsBenchmark
Main figure — MM-VeriRubric: Verifiable Evidence-Grounded Rubrics for Multimodal Reward Models

MM-VeriRubric: Verifiable Evidence-Grounded Rubrics for Multimodal Reward Models

Under ReviewMultimodalReward Models
Main figure — Disentangled Privileged States for Simulator-Assisted Multi-Turn Dialogue Policy Training

Disentangled Privileged States for Simulator-Assisted Multi-Turn Dialogue Policy Training

Under ReviewDialogue PolicySimulators
Main figure — EviSeek: An Evidence-Centric Agentic Framework for Embodied Active Information Seeking

EviSeek: An Evidence-Centric Agentic Framework for Embodied Active Information Seeking

Under ReviewEmbodied AgentsPlanning
Main figure — Absorbing Gradient Conflicts: Modeling Semantic Variance via Kent Distributions for Cross-Modal Hashing

Absorbing Gradient Conflicts: Modeling Semantic Variance via Kent Distributions for Cross-Modal Hashing

Under ReviewCross-Modal RetrievalRepresentation Learning
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