MLSys Radar

frontier-model

BAIR · research · 2026-05-08

Adaptive Parallel Reasoning: The Next Paradigm in Efficient Inference Scaling

Score 28

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inference serving kv-cache speculative-decoding benchmark model-release research training fine-tuning evals long-context agents frontier-model

Open

High signal Matched: inference, decoding, prefill, generation, serve, throughput, kv cache, verification, performance, latency, cost, model, paper, research, evaluation, training, pretraining, sft, benchmarks, long context, context window, agentic, reasoning model

Nota AI · korea · 2026-03-31

The Real Reason TurboQuant Shook the Market: AI Optimization Has Gone Mainstream

Score 46

  Jaehoon Lee Technical Content Manager, Nota AI   In March, a single official announcement from Google Research rocked trillions of won in the market capitalization of U.S. infrastructure and semiconductor stocks. The catalyst:...

inference serving kv-cache benchmark hardware model-release research training fine-tuning quantization agents frontier-model

Open

High signal Matched: inference, serving, generation, throughput, kv cache, benchmark, performance, cost, b200, blackwell, introducing, model, fp8, research, training, fine-tuning, quantization, quantized, agent, agentic, frontier model

BAIR · research · 2025-04-11

Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

Score 10

Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. However, as LLMs have improved, so have the attacks against them. Prompt injection attack is listed as the #1 threat by OWASP to LLM-integrated ap...

benchmark model-release research training fine-tuning evals rag api frontier-model

Open

High signal Matched: cost, model, evaluation, training, dpo, fine-tuning, retrieval, api, sota