University of Southern California

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Papers

Adaptive Generate-Rank-Verify: Inference-Time Search with Costly Verification

Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning

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authored 5 papers 17 days ago

Ghosted Layers: Unconstrained Activation Alignment for Recovering Layer-Pruned LLMs

Paper • 2605.15491 • Published Jun 7 • 1

Output-Aware Rotation for INT2 KV-Cache Quantization

Paper • 2608.02691 • Published Aug 5 • 2

KV-Rescue: Recovering Reasoning Language Model KV Eviction Loss via Stepwise Interleaving

Paper • 2608.15797 • Published Aug 16 • 1

Rethinking Layer Redundancy: Calibration Matters More Than Search in LLM Depth Pruning

Paper • 2604.24938 • Published May 26

Locality-Aware Redundancy Pruning for LLM Depth Compression

Paper • 2605.27786 • Published Jun 7 • 1

authored a paper 2 months ago

Token-Level Off-Policy Learning for Faithful Generation Under Distribution Shift

Paper • 2607.17524 • Published Jul 20 • 7

submitted a paper to Daily Papers 2 months ago

Token-Level Off-Policy Learning for Faithful Generation Under Distribution Shift

Paper • 2607.17524 • Published Jul 20 • 7

authored 4 papers 2 months ago

KronQ: LLM Quantization via Kronecker-Factored Hessian

Paper • 2607.07964 • Published Jul 8 • 28

OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts

Paper • 2507.05427 • Published Feb 2 • 1

Spiking Transformer with Spatial-Temporal Attention

Paper • 2409.19764 • Published Sep 29, 2024

GPTQv2: Efficient Finetuning-Free Quantization for Asymmetric Calibration

Paper • 2504.02692 • Published Apr 3, 2025 • 1

submitted a paper to Daily Papers 2 months ago

KronQ: LLM Quantization via Kronecker-Factored Hessian

Paper • 2607.07964 • Published Jul 8 • 28

authored a paper 3 months ago

OrbitQuant: Data-Agnostic Quantization for Image and Video Diffusion Transformers

Paper • 2607.02461 • Published Jul 2 • 38

authored a paper 3 months ago

Value-Aware Stochastic KV Cache Eviction for Reasoning Models

Paper • 2606.03928 • Published Jun 2 • 6

authored a paper 4 months ago

How Language Models Process Negation

Paper • 2605.03052 • Published May 4

submitted a paper to Daily Papers 4 months ago

Value-Aware Stochastic KV Cache Eviction for Reasoning Models

Paper • 2606.03928 • Published Jun 2 • 6

authored a paper 4 months ago

ChildVox: A Speech, Audio, and Large Audio-Language Model Benchmark in Understanding and Characterizing Sound across Childhood

Paper • 2605.29257 • Published May 28 • 7

submitted a paper to Daily Papers 4 months ago

ChildVox: A Speech, Audio, and Large Audio-Language Model Benchmark in Understanding and Characterizing Sound across Childhood

Paper • 2605.29257 • Published May 28 • 7

submitted a paper to Daily Papers 4 months ago

Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning

Paper • 2605.06241 • Published May 7 • 5

authored a paper 5 months ago

Convergent Evolution: How Different Language Models Learn Similar Number Representations

Paper • 2604.20817 • Published Apr 22 • 8