Model Compression

Structured pruning for efficient systolic array accelerated cascade Speech-to-Text Translation Interspeech 2025 STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning ACL 2025 SwiftEdit: Lightning Fast Text-Guided Image Editing via One-Step Diffusion CVPR 2025 SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation EMNLP 2025 SwiftPrune: Hessian-Free Weight Pruning for Large Language Models EMNLP 2025 TaDA: Training-free recipe for Decoding with Adaptive KV Cache Compression and Mean-centering ACL 2025 Talking Head Anime 4: Distillation for Real-Time Performance WACV 2025 TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models ACL 2025 Task-Agnostic Language Model Watermarking via High Entropy Passthrough Layers AAAI 2025 Task Singular Vectors: Reducing Task Interference in Model Merging CVPR 2025 Task-Specific Zero-shot Quantization-Aware Training for Object Detection ICCV 2025 TASO: Task-Aligned Sparse Optimization for Parameter-Efficient Model Adaptation EMNLP 2025 TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion Models AAAI 2025 TCFG: Truncated Classifier-Free Guidance for Efficient and Scalable Text-to-Image Acceleration ICCV 2025 Team HUMANE at AVeriTeC 2025: HerO 2 for Efficient Fact Verification ACL 2025 Tell Me What You Don’t Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing ACL 2025 Temporal Action Detection Model Compression by Progressive Block Drop CVPR 2025 Text Anomaly Detection with Simplified Isolation Kernel EMNLP 2025 Text Embedding Knows How to Quantize Text-Guided Diffusion Models ICCV 2025 The Impact of Inference Acceleration on Bias of LLMs NAACL 2025 The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025 Thinking in Granularity: Dynamic Quantization for Image Super-Resolution by Intriguing Multi-Granularity Clues AAAI 2025 ThinkSLM: Towards Reasoning in Small Language Models EMNLP 2025 Till the Layers Collapse: Compressing a Deep Neural Network Through the Lenses of Batch Normalization Layers. AAAI 2025 Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model CVPR 2025