Learning Paradigms

See Further When Clear: Curriculum Consistency Model CVPR 2025 Self Knowledge-Tracing for Tool Use (SKT-Tool): Helping LLM Agents Understand Their Capabilities in Tool Use NAACL 2025 Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst ACL 2025 SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning AAAI 2025 Sharp Bounds for Sequential Federated Learning on Heterogeneous Data JMLR 2025 Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025 SlovakBabyLM: Replication of the BabyLM and Sample-efficient Pretraining for a Low-Resource Language EMNLP 2025 Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning ICCV 2025 Speech-to-Text Translation with Phoneme-Augmented CoT: Enhancing Cross-Lingual Transfer in Low-Resource Scenarios Interspeech 2025 Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology AAAI 2025 Stealthy Backdoor Attack in Federated Learning via Adaptive Layer-wise Gradient Alignment ICCV 2025 STRIDE: Single-Video Based Temporally Continuous Occlusion-Robust 3D Pose Estimation WACV 2025 Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training ICCV 2025 Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning EMNLP 2025 Tackling Intertwined Data and Device Heterogeneities in Federated Learning with Unlimited Staleness AAAI 2025 Task-Aware Prompt Gradient Projection for Parameter-Efficient Tuning Federated Class-Incremental Learning ICCV 2025 Task-driven Image Fusion with Learnable Fusion Loss CVPR 2025 Task Generalization with Autoregressive Compositional Structure: Can Learning from D Tasks Generalize to D^T Tasks? ICML 2025 Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text ACL 2025 Task-Specific Preconditioner for Cross-Domain Few-Shot Learning AAAI 2025 Teacher Demonstrations in a BabyLM’s Zone of Proximal Development for Contingent Multi-Turn Interaction EMNLP 2025 Teaching According to Talents! Instruction Tuning LLMs with Competence-Aware Curriculum Learning EMNLP 2025 Teach Small Models to Reason by Curriculum Distillation EMNLP 2025 The cost of local and global fairness in Federated Learning AISTATS 2025 Towards Privacy-preserved Pre-training of Remote Sensing Foundation Models with Federated Mutual-guidance Learning ICCV 2025