Taxonomy

Fields

Start broad. Fields are the top-level map of what we track, from NLP and multimodal systems to robotics and efficient inference.

Reasoning & Agents

Reasoning, planning, tool use, and agentic workflows.

45 papers

Recent picks

UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents

FM-Agent: Scaling Formal Methods to Large Systems via LLM-Based Hoare-Style Reasoning

OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language World Models

NLP

Language understanding, generation, extraction, and evaluation.

23 papers

Recent picks

Relax: An Asynchronous Reinforcement Learning Engine for Omni-Modal Post-Training at Scale

Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning

Synthius-Mem: Brain-Inspired Hallucination-Resistant Persona Memory Achieving 94.4% Memory Accuracy and 99.6% Adversarial Robustness on LoCoMo

Machine Learning

Core modeling, optimization, inference, and systems efficiency.

11 papers

Recent picks

Three Roles, One Model: Role Orchestration at Inference Time to Close the Performance Gap Between Small and Large Agents

MEMENTO: Teaching LLMs to Manage Their Own Context

KV Cache Offloading for Context-Intensive Tasks

Computer Vision

Image, video, and 3D perception plus visual generation.

7 papers

Recent picks

AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation

INSPATIO-WORLD: A Real-Time 4D World Simulator via Spatiotemporal Autoregressive Modeling

SEM-ROVER: Semantic Voxel-Guided Diffusion for Large-Scale Driving Scene Generation

Robotics

Embodied systems, control, manipulation, and navigation.

4 papers

Recent picks

SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worlds

PhyEdit: Towards Real-World Object Manipulation via Physically-Grounded Image Editing

E-VLA: Event-Augmented Vision-Language-Action Model for Dark and Blurred Scenes

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