Papers

12094 papers

ICLR2025

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding

Summary pending...

Parallel Encoding; Context-Augmented LLM; Efficient Inference; Length Extrapolation
ICLR2025

DEPfold: RNA Secondary Structure Prediction as Dependency Parsing.

Summary pending...

RNA secondary structure predictionDependency parsingBiaffine attention
ICLR2025

Mixture-of-Agents Enhances Large Language Model Capabilities

Summary pending...

Multi-Agent InferenceLarge Language Model
ICLR2025

{$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains

Summary pending...

language modellanguage agentbenchmark
ICLR2025

Multi-domain Distribution Learning for De Novo Drug Design

Summary pending...

Drug DiscoveryFlow MatchingMarkov Bridge
ICLR2025

Gaussian Mixture Counterfactual Generator

Summary pending...

Gaussian mixture modelsynthetic data generationclinical trial
ICLR2025

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Summary pending...

Diffusion ModelsText DiffusionGenerative Models
ICLR2025

SqueezeAttention: 2D Management of KV-Cache in LLM Inference via Layer-wise Optimal Budget

Summary pending...

KV-cacheLLM inference optimization
ICLR2025

Holistically Evaluating the Environmental Impact of Creating Language Models

Summary pending...

machine learningartificial intelligencelanguage model
ICLR2025

Quantifying Generalization Complexity for Large Language Models

Summary pending...

large language modelgeneralizationevaluation
ICLR2025

Conservative Contextual Bandits: Beyond Linear Representations

Summary pending...

Contextual BanditsSafetyNeural Bandits
ICLR2025

Reasoning with Latent Thoughts: On the Power of Looped Transformers

Summary pending...

looped modelsreasoninglanguage model
ICLR2025

Learn hybrid prototypes for multivariate time series anomaly detection

Summary pending...

prototypes;time series;anomaly detection
ICLR2025

BingoGuard: LLM Content Moderation Tools with Risk Levels

Summary pending...

LLMsafety guardrailcontent moderator
ICLR2025

CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking

Summary pending...

code representation learningcode re-rankingcontrastive learning
ICLR2025

On Linear Representations and Pretraining Data Frequency in Language Models

Summary pending...

pretraining datapretraininglinear
ICLR2025

An Asynchronous Bundle Method for Distributed Learning Problems

Summary pending...

Distributed optimization; asynchronous optimization; model-based optimization
ICLR2025

Real2Code: Reconstruct Articulated Objects via Code Generation

Summary pending...

articulated objectscode generation LLMsfoundation models
ICLR2025

Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking

Summary pending...

reward hackingreward gamingoveroptimization
ICLR2025

Homomorphism Counts as Structural Encodings for Graph Learning

Summary pending...

graph transformersstructural encodingshomomorphism counts