Neural Network Optimization

CEPT: A Contrast-Enhanced Prompt-Tuning Framework for Emotion Recognition in Conversation COLING 2024 Chain-of-Thought Reasoning Without Prompting NeurIPS 2024 Challenges in Training PINNs: A Loss Landscape Perspective ICML 2024 Changing the Training Data Distribution to Reduce Simplicity Bias Improves In-distribution Generalization NeurIPS 2024 ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition ACL 2024 CItruS: Chunked Instruction-aware State Eviction for Long Sequence Modeling EMNLP 2024 CoCA: Fusing Position Embedding with Collinear Constrained Attention in Transformers for Long Context Window Extending ACL 2024 CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations ICML 2024 Complexity Matters: Feature Learning in the Presence of Spurious Correlations ICML 2024 Concentrate Attention: Towards Domain-Generalizable Prompt Optimization for Language Models NeurIPS 2024 Conflict-Alleviated Gradient Descent for Adaptive Object Detection IJCAI 2024 Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training ICLR 2024 Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics ICML 2024 Contemplative Mechanism for Speech Recognition: Speech Encoders can Think Interspeech 2024 Context-Aware Non-Autoregressive Document-Level Translation with Sentence-Aligned Connectionist Temporal Classification COLING 2024 Contextual Bandits with Online Neural Regression ICLR 2024 Contrastive Policy Gradient: Aligning LLMs on sequence-level scores in a supervised-friendly fashion EMNLP 2024 Controllable Text Generation with Residual Memory Transformer ACL 2024 Controlling Continuous Relaxation for Combinatorial Optimization NeurIPS 2024 Convex and Bilevel Optimization for Neural-Symbolic Inference and Learning ICML 2024 COPAL: Continual Pruning in Large Language Generative Models ICML 2024 Correcting Language Model Outputs by Editing Salient Layers EACL 2024 Counter-Current Learning: A Biologically Plausible Dual Network Approach for Deep Learning NeurIPS 2024 CRONOS: Enhancing Deep Learning with Scalable GPU Accelerated Convex Neural Networks NeurIPS 2024 Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models ACL 2024