Issues

• [Bug]: ARK return_lse gives the same LSE for every 16 query rows (sdpa, sagev1, sageattn) on XPU

  bug
  intel/auto-round#2556 · Filter by author ANSHUMAN87 opened on Oct 29, 2026

• [CI Flaky] test_other_bits 2-bit UT fails intermittently (Accuracy 0.18 < threshold 0.195)

  bugCI-known-issue
  intel/auto-round#2550 · Filter by author AutoRoundBot opened on Oct 29, 2026
  

• [Feature]: support NVFP4_E5M3_GS

  enhancement
  intel/auto-round#2532 · Filter by author xin3he opened on Oct 23, 2026 · 0.17.0
  

• chat_template: vLLM 0.31 renames reasoning_content to reasoning (Qwen templates lose previous reasoning)

  intel/auto-round#2525 · Filter by author grevinden opened on Oct 20, 2026

• [Feature]: split special_model_handler to a folder

  enhancement
  intel/auto-round#2514 · Filter by author wenhuach21 opened on Oct 16, 2026 · 0.17.0
  5

  

• [Feature]: move calib dataset ,data utils to calibration folder

  enhancement
  intel/auto-round#2507 · Filter by author wenhuach21 opened on Oct 15, 2026

• [Bug]: kv cache potential bugs

  bughigh priority
  intel/auto-round#2504 · Filter by author wenhuach21 opened on Oct 15, 2026 · 0.17.0
  3

  

• [Feature]: eval NeUQI with typical tasks and provide usage suggestion to users

  enhancement
  intel/auto-round#2502 · Filter by author wenhuach21 opened on Oct 15, 2026 · 0.17.0

• [Bug]: opt-rtn causes excessive VRAM usage for Nemotron-3.5-Lightning-30B-A3B-BF16

  bug
  Bug

  intel/auto-round#2501 · Filter by author XuehaoSun opened on Oct 15, 2026 · 0.17.0
  

• [Bug]: Inference speed becomes slower after AutoRound quantization

  bughigh priority
  intel/auto-round#2482 · Filter by author betacatZ opened on Oct 13, 2026 · 0.17.0
  10

  

• [SGLang-Omni] AR MXFP4/8 model inference​

  Feature

  intel/auto-round#2480 · Filter by author chensuyue opened on Oct 13, 2026 · 0.17.0
  1

  

• [SGL] MXFP4/8 scheme support​

  Feature

  intel/auto-round#2479 · Filter by author chensuyue opened on Oct 13, 2026 · 0.17.0
  1

  

• [DeepKlox] SA v2/v3, BSA support​

  Feature

  intel/auto-round#2478 · Filter by author chensuyue opened on Oct 13, 2026 · 0.17.0
  

• [LLMC] Triton kernel in LLM-C XPU support

  llmc-only
  Feature

  intel/auto-round#2477 · Filter by author chensuyue opened on Oct 13, 2026 · 0.17.0
  1

  

• [LLMC] NVFP4+ scheme support

  llmc-only
  Feature

  intel/auto-round#2476 · Filter by author chensuyue opened on Oct 13, 2026 · 0.17.0
  

• [Feature]: Improve CLI user experience by migrating from argparse to Click or Typer

  enhancement
  Feature

  intel/auto-round#2475 · Filter by author XuehaoSun opened on Oct 12, 2026 · 0.17.0
  1

• [Feature]: Save important AutoRound hyperparameters in the llmc format, just like in the AutoRound format.

  enhancement
  intel/auto-round#2469 · Filter by author wenhuach21 opened on Oct 10, 2026 · 0.17.0
  2

• [Bug]: offloder cleaning failed

  bug
  intel/auto-round#2467 · Filter by author wenhuach21 opened on Oct 10, 2026 · 0.17.0
  

• [ARK] Per-head hybrid attention

  Feature

  intel/auto-round#2465 · Filter by author chensuyue opened on Oct 10, 2026 · 0.17.0
  

• [ARK] Fused HMT Quant

  Feature

  intel/auto-round#2464 · Filter by author chensuyue opened on Oct 10, 2026 · 0.17.0
  

• [ARK] SageAttention V3 (Mixed 4/8)

  Feature

  intel/auto-round#2463 · Filter by author chensuyue opened on Oct 10, 2026 · 0.17.0
  

• [ARK] Sparse attention kernel

  Feature

  intel/auto-round#2462 · Filter by author chensuyue opened on Oct 10, 2026 · 0.17.0
  

• [ARK] Fused kernel for SVDQuant

  Feature

  intel/auto-round#2461 · Filter by author chensuyue opened on Oct 10, 2026 · 0.17.0
  

• [ARK] W2(4)A8(FP8) GEMM/MoE

  Feature

  intel/auto-round#2460 · Filter by author chensuyue opened on Oct 10, 2026 · 0.17.0
  

• AI-based GH issue assign/analysis/auto-fix

  intel/auto-round#2455 · Filter by author chensuyue opened on Oct 9, 2026 · 0.17.0