PEFT
qlora
sft
trl
qwen3
tmf921
intent-based-networking
network-slicing
rtx-6000-ada
ml-intern

Commit History

Add nohup launcher for focused 4-layer training
7559485
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nraptisss commited on

Add focused 4-layer SFT script: train only on tmf921/camara/3gpp/etsi_zsm (removes weak O1/A1/lifecycle layers)
0c12387
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nraptisss commited on

Fix RFT: batch generation, reduce to 200 prompts x 8 samples (~24h feasible on RTX 6000 Ada)
05ea6fa
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nraptisss commited on

Add Best-of-N rejection sampling + RFT pipeline for value fidelity improvement
f82a9bd
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nraptisss commited on

Confirm GRPO negative result with correct evaluation (SFT-merged + GRPO adapter). Result validated.
7a41ceb
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nraptisss commited on

Add correct GRPO evaluation script that loads SFT-merged base + GRPO adapter
9b7e923
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nraptisss commited on

Add IEEE ICC/Globecom paper draft (IEEEtran format) with full references and TikZ figures
2cd16ae
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nraptisss commited on

Add GRPO experiment journal entries (v1, v2, v3) — negative results documented with root cause analysis
aab71ba
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nraptisss commited on

GRPO v3: fix truncation — use full 1536 completion length + G=4, we have 42GB headroom
bb2b127
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nraptisss commited on

Fix GRPO v2: lower temp=0.3, dense reward shaping, higher beta=0.1 to stay near SFT, G=2 safe for 48GB
b5f0025
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nraptisss commited on

Tune GRPO hyperparams for RTX 6000 Ada 48GB: reduce steps/grad_accum/completion_length for ~6h runtime, prevent OOM
ebe5562
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nraptisss commited on

Fix GRPO script: skip CPU merge, load base+adapter directly on GPU in 4-bit to avoid RAM OOM
70f2c09
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nraptisss commited on

Add GRPO nohup launch script for RTX 6000 Ada / A100
6f837b1
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nraptisss commited on

Add GRPO post-SFT training script with multi-component reward (JSON validity + key F1 + value F1 + layer-weighted bonus)
eb5665a
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nraptisss commited on

Upload LEAKAGE_ANALYSIS.md
5186fa8
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nraptisss commited on

Upload scripts/run_all_baselines.sh
f198a32
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nraptisss commited on

Add baseline evaluation script for Llama/GPT-4o-mini comparison
0e7b293
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nraptisss commited on

Upload paper/main.bbl with huggingface_hub
7ef3c6d
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nraptisss commited on

Upload paper/main.pdf with huggingface_hub
6b337e5
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nraptisss commited on

Upload paper/main.tex with huggingface_hub
32e1613
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nraptisss commited on

Update paper/main.tex with semantic evaluator results
a47dfc8
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nraptisss commited on

Update paper/tables.md with semantic evaluator results
11b90cb
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nraptisss commited on

Update PROJECT_JOURNAL.md with semantic evaluator results
03ca0d6
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nraptisss commited on

Update results/semantic/o1_a1_stage1_vs_stage2_summary.json with semantic evaluator results
2bbc832
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nraptisss commited on

Add O1/A1 semantic comparison artifact
31cfad6
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nraptisss commited on

Fix semantic evaluator to recover metadata by prediction id
d27f0bc
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nraptisss commited on

Add prototype semantic evaluator for O1 NRM and A1 policy
02caf44
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nraptisss commited on

Update ML Intern artifact metadata
825bb04
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nraptisss commited on

Restore full IEEE LaTeX main.tex content
19f1b7e
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nraptisss commited on

Upload paper/main.tex
313fd2b
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nraptisss commited on

Add BibTeX references for IEEE paper
afc8d3b
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nraptisss commited on

Upload paper/main.tex
d540c76
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nraptisss commited on

Add first manuscript draft
acf330d
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nraptisss commited on

Add zero-shot baseline summary JSON
0f1bdc2
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nraptisss commited on

Update paper tables with zero-shot baseline
045a049
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nraptisss commited on

Add zero-shot vs fine-tuned baseline summary
0e636fc
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nraptisss commited on

Restore and update project journal with zero-shot baseline
d7752eb
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nraptisss commited on

Upload PROJECT_JOURNAL.md
c8eb079
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nraptisss commited on

Upload paper/tables.md
18d34ec
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nraptisss commited on

Upload folder using huggingface_hub
de75d5b
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nraptisss commited on

Add sampled zero-shot baseline runner
e0c5f96
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nraptisss commited on

Add stage1 evaluation reproduction script
e16ed3a
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nraptisss commited on

Add reproducibility checklist
25ac503
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nraptisss commited on

Upload paper/tables.md
06d564f
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nraptisss commited on

Upload paper/outline.md
e902bb8
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nraptisss commited on

Upload folder using huggingface_hub
300682c
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nraptisss commited on

Upload folder using huggingface_hub
8debce6
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nraptisss commited on

Restore README with results packaging instructions
fcc7c83
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nraptisss commited on

Upload README.md
23140d4
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nraptisss commited on

Add qualitative failure example sampler
77fad9d
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nraptisss commited on