Robust Intelligent Systems Lab

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https://muzammal-naseer.com/

RISys-Lab

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Recent Activity

naufalso published a model about 3 hours ago

RISys-Lab/RedSage-K-SFT-GRPO

naufalso updated a model about 3 hours ago

RISys-Lab/RedSage-K-SFT-GRPO

naufalso published a model about 4 hours ago

RISys-Lab/RedSage-K-GRPO

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Papers

RedSage: A Cybersecurity Generalist LLM

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RISys-Lab 's collections 9

KaliBench Datasets and Models

[NeurIPS 2026] KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

RISys-Lab/KaliBench

Viewer • Updated about 6 hours ago • 8.5k • 33 • 1
RISys-Lab/RedSage-K-SFT

Text Generation • 8B • Updated about 6 hours ago
RISys-Lab/RedSage-K-GRPO

Text Generation • 8B • Updated about 2 hours ago
RISys-Lab/RedSage-K-SFT-GRPO

Text Generation • 8B • Updated about 2 hours ago

SPARROW Models and Datasets

[CVPR 2026] SPARROW: Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded Video MLLMs

RISys-Lab/sparrow-dataset

Updated Apr 26 • 14
RISys-Lab/sparrow-det-pretrain

Updated Mar 12
RISys-Lab/sparrow-finetune

Updated Mar 30 • 12
RISys-Lab/sparrow-finetune-davis17

Updated Mar 15 • 3

RedSage Benchmarks

[ICLR 2026] RedSage: A Cybersecurity Generalist LLM. List of Cybersecurity Benchmarks Datasets.

RISys-Lab/Benchmarks_CyberSec_RedSageMCQ

Viewer • Updated Jan 26 • 60.1k • 277
RISys-Lab/Benchmarks_CyberSec_CyberMetrics

Viewer • Updated Jan 21 • 12.8k • 91
RISys-Lab/Benchmarks_CyberSec_CTI-Bench

Viewer • Updated Jan 26 • 4.56k • 154
RISys-Lab/Benchmarks_CyberSec_SECURE

Viewer • Updated Jan 22 • 4.07k • 102

TRIG Benchmark

Benchmarks for Evaluating Trade-offs in Image Generation (ICCV 2025, ACMMM 2026)

RISys-Lab/TRIG

Viewer • Updated Apr 24 • 40.2k • 351 • 1
RISys-Lab/LingT2I

Viewer • Updated Jul 11 • 33k • 37
RISys-Lab/FLUX_FT_LoRA_TRIG_epoch10

Updated Sep 16, 2025
RISys-Lab/flux-ft-ds

Viewer • Updated May 14, 2025 • 1.65k • 9

ReasonCLIP Models

Visually Grounded Commonsense Reasoning Supervision for CLIP (ECCV 2026)

RISys-Lab/ReasonCLIP-B32-S1

Zero-Shot Image Classification • 0.2B • Updated Jul 6 • 4
RISys-Lab/ReasonCLIP-L14-224-S1

Zero-Shot Image Classification • 0.4B • Updated Jul 6 • 2
RISys-Lab/ReasonCLIP-L14-336-S1

Zero-Shot Image Classification • 0.4B • Updated Jul 6 • 5
RISys-Lab/ReasonSigLIP-So14-384-S2

Zero-Shot Image Classification • 0.9B • Updated Jul 6 • 2

SAFIRE Datasets, Benchmarks, and Model

[EMNLP 2026] SAFIRE: Safety-Critical Benchmark for Fine-grained Fire and Smoke Understanding in Multimodal LLMs

RISys-Lab/SAFIRE_83K

Viewer • Updated about 10 hours ago • 82.8k • 76
RISys-Lab/SAFIRE_193K_mcvqa

Viewer • Updated about 9 hours ago • 193k • 120
SAFIRE: Safety-Critical Benchmark for Fine-grained Fire and Smoke Understanding in Multimodal LLMs

Paper • 2609.07823 • Published 24 days ago

RedSage Models

[ICLR 2026] RedSage: A Cybersecurity Generalist LLM. Continued Pretraining and Post-trained RedSage Models.

RISys-Lab/RedSage-Qwen3-8B-DPO

Text Generation • 8B • Updated Feb 9 • 670 • • 16
RISys-Lab/RedSage-Qwen3-8B-Ins

Text Generation • 8B • Updated Feb 9 • 685 • 3
RISys-Lab/RedSage-Qwen3-8B-Base

Text Generation • 8B • Updated Feb 9 • 173 • 1
RISys-Lab/RedSage-Qwen3-8B-CFW

Text Generation • 8B • Updated Feb 9 • 56 • 1

RedSage Datasets

[ICLR 2026] RedSage: A Cybersecurity Generalist LLM. List of RedSage Datasets

RISys-Lab/RedSage-CFW

Viewer • Updated Feb 5 • 13.2M • 466 • 4
RISys-Lab/RedSage-Seed

Viewer • Updated Apr 24 • 61.3k • 39 • 4
RISys-Lab/RedSage-Conv

Viewer • Updated Apr 24 • 531k • 81 • 3
RedSage: A Cybersecurity Generalist LLM

Paper • 2601.22159 • Published Jan 29 • 2

ReasonCLIP Data

Visually Grounded Commonsense Reasoning Supervision for CLIP (ECCV 2026)

RISys-Lab/RCLIP-Bench

Viewer • Updated Jun 28 • 15k • 23
RISys-Lab/ReasonCLIPLite-42M

Viewer • Updated Jul 9 • 4.67M • 36
RISys-Lab/ReasonCLIPPro-16M

Viewer • Updated Jul 9 • 33.1M • 122
RISys-Lab/CC12M-Refined

Viewer • Updated Jul 1 • 10.4M • 42

KaliBench Datasets and Models

[NeurIPS 2026] KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

RISys-Lab/KaliBench

Viewer • Updated about 6 hours ago • 8.5k • 33 • 1
RISys-Lab/RedSage-K-SFT

Text Generation • 8B • Updated about 6 hours ago
RISys-Lab/RedSage-K-GRPO

Text Generation • 8B • Updated about 2 hours ago
RISys-Lab/RedSage-K-SFT-GRPO

Text Generation • 8B • Updated about 2 hours ago

SAFIRE Datasets, Benchmarks, and Model

[EMNLP 2026] SAFIRE: Safety-Critical Benchmark for Fine-grained Fire and Smoke Understanding in Multimodal LLMs

RISys-Lab/SAFIRE_83K

Viewer • Updated about 10 hours ago • 82.8k • 76
RISys-Lab/SAFIRE_193K_mcvqa

Viewer • Updated about 9 hours ago • 193k • 120
SAFIRE: Safety-Critical Benchmark for Fine-grained Fire and Smoke Understanding in Multimodal LLMs

Paper • 2609.07823 • Published 24 days ago

SPARROW Models and Datasets

[CVPR 2026] SPARROW: Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded Video MLLMs

RISys-Lab/sparrow-dataset

Updated Apr 26 • 14
RISys-Lab/sparrow-det-pretrain

Updated Mar 12
RISys-Lab/sparrow-finetune

Updated Mar 30 • 12
RISys-Lab/sparrow-finetune-davis17

Updated Mar 15 • 3

RedSage Models

[ICLR 2026] RedSage: A Cybersecurity Generalist LLM. Continued Pretraining and Post-trained RedSage Models.

RISys-Lab/RedSage-Qwen3-8B-DPO

Text Generation • 8B • Updated Feb 9 • 670 • • 16
RISys-Lab/RedSage-Qwen3-8B-Ins

Text Generation • 8B • Updated Feb 9 • 685 • 3
RISys-Lab/RedSage-Qwen3-8B-Base

Text Generation • 8B • Updated Feb 9 • 173 • 1
RISys-Lab/RedSage-Qwen3-8B-CFW

Text Generation • 8B • Updated Feb 9 • 56 • 1

RedSage Benchmarks

[ICLR 2026] RedSage: A Cybersecurity Generalist LLM. List of Cybersecurity Benchmarks Datasets.

RISys-Lab/Benchmarks_CyberSec_RedSageMCQ

Viewer • Updated Jan 26 • 60.1k • 277
RISys-Lab/Benchmarks_CyberSec_CyberMetrics

Viewer • Updated Jan 21 • 12.8k • 91
RISys-Lab/Benchmarks_CyberSec_CTI-Bench

Viewer • Updated Jan 26 • 4.56k • 154
RISys-Lab/Benchmarks_CyberSec_SECURE

Viewer • Updated Jan 22 • 4.07k • 102

RedSage Datasets

[ICLR 2026] RedSage: A Cybersecurity Generalist LLM. List of RedSage Datasets

RISys-Lab/RedSage-CFW

Viewer • Updated Feb 5 • 13.2M • 466 • 4
RISys-Lab/RedSage-Seed

Viewer • Updated Apr 24 • 61.3k • 39 • 4
RISys-Lab/RedSage-Conv

Viewer • Updated Apr 24 • 531k • 81 • 3
RedSage: A Cybersecurity Generalist LLM

Paper • 2601.22159 • Published Jan 29 • 2

TRIG Benchmark

Benchmarks for Evaluating Trade-offs in Image Generation (ICCV 2025, ACMMM 2026)

RISys-Lab/TRIG

Viewer • Updated Apr 24 • 40.2k • 351 • 1
RISys-Lab/LingT2I

Viewer • Updated Jul 11 • 33k • 37
RISys-Lab/FLUX_FT_LoRA_TRIG_epoch10

Updated Sep 16, 2025
RISys-Lab/flux-ft-ds

Viewer • Updated May 14, 2025 • 1.65k • 9

ReasonCLIP Data

Visually Grounded Commonsense Reasoning Supervision for CLIP (ECCV 2026)

RISys-Lab/RCLIP-Bench

Viewer • Updated Jun 28 • 15k • 23
RISys-Lab/ReasonCLIPLite-42M

Viewer • Updated Jul 9 • 4.67M • 36
RISys-Lab/ReasonCLIPPro-16M

Viewer • Updated Jul 9 • 33.1M • 122
RISys-Lab/CC12M-Refined

Viewer • Updated Jul 1 • 10.4M • 42

ReasonCLIP Models

Visually Grounded Commonsense Reasoning Supervision for CLIP (ECCV 2026)

RISys-Lab/ReasonCLIP-B32-S1

Zero-Shot Image Classification • 0.2B • Updated Jul 6 • 4
RISys-Lab/ReasonCLIP-L14-224-S1

Zero-Shot Image Classification • 0.4B • Updated Jul 6 • 2
RISys-Lab/ReasonCLIP-L14-336-S1

Zero-Shot Image Classification • 0.4B • Updated Jul 6 • 5
RISys-Lab/ReasonSigLIP-So14-384-S2

Zero-Shot Image Classification • 0.9B • Updated Jul 6 • 2

AI & ML interests

Recent Activity

Papers

Team members 6

RISys-Lab 's collections 9