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Awesome dynamics β curated papers, datasets & benchmarks Β· Awesome Large Language Models
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dynamics
23 papers tagged dynamics β re-sort below
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23 papers Β· trending (default)
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Alignment Makes Language Models Normative, Not Descriptive
(2026)
Eilam Shapira et al.
1.94
LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence
(2026)
Xiang An et al.
1.94
WEAVER, Better, Faster, Longer: An Effective World Model for Robotic Manipulation
(2026)
Arnav Kumar Jain et al.
1.94
STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability
(2026)
Haipeng Luo et al.
1.94
Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction
(2026)
Sunqi Fan et al.
1.94
Monitoring the Internal Monologue: Probe Trajectories Reveal Reasoning Dynamics
(2026)
Maciej ChrabΔ szcz et al.
1.89
DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization
(2026)
Jian Mu et al.
1.89
Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability
(2026)
Qihan Ren et al.
1.83
Linear representations in language models can change dramatically over a conversation
(2026)
Andrew Kyle Lampinen et al.
1.67
RLHS: Mitigating Misalignment in RLHF with Hindsight Simulation
(2025)
Kaiqu Liang et al.
1.28
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment
(2025)
Chenghao Fan et al.
1.28
FullDiT: Multi-Task Video Generative Foundation Model with Full Attention
(2025)
Xuan Ju et al.
1.28
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models
(2025)
Ganqu Cui et al.
1.28
WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented Dialogue
(2025)
Yaoyao Qian et al.
1.28
SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning
(2025)
Yuqian Fu et al.
1.28
Understanding Language Prior of LVLMs by Contrasting Chain-of-Embedding
(2025)
Lin Long et al.
1.28
Why Can't Transformers Learn Multiplication? Reverse-Engineering Reveals Long-Range Dependency Pitfalls
(2025)
Xiaoyan Bai et al.
1.28
Latent Refinement Decoding: Enhancing Diffusion-Based Language Models by Refining Belief States
(2025)
Qinglin Zhu et al.
1.28
Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations
(2025)
Jinkun Chen et al.
1.28
Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation
(2025)
Yunhong Lu et al.
1.28
VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models
(2023)
Wenlong Huang et al.
β
PASTA: Pretrained Action-State Transformer Agents
(2023)
Raphael Boige et al.
β
DeepSeek-VL: Towards Real-World Vision-Language Understanding
(2024)
Haoyu Lu et al.
β